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Simplified assessment of castration‑induced pain in pigs using lower complexity algorithms 70%
Gustavo Venâncio da Silva; Giovana Mancilla Pivato; Beatriz Granetti Peres; Stelio Pacca Loureiro Luna; Monique Danielle Pairis‑Garcia; Pedro Henrique Esteves Trindade · file · #35

…These techniques generated parameters that were applied to ranking pain-altered behaviors and all Refined algorithms had statisti- cally similar AUC to Full algorithms with an AUC above 89%. Activity item comprises…

Simplified assessment of castration‑induced pain in pigs using lower complexity algorithms 70%
Gustavo Venâncio da Silva; Giovana Mancilla Pivato; Beatriz Granetti Peres; Stelio Pacca Loureiro Luna; Monique Danielle Pairis‑Garcia; Pedro Henrique Esteves Trindade · file · #102

…These techniques generated parameters that were applied to ranking pain-altered behaviors and all Refined algorithms had statisti- cally similar AUC to Full algorithms with an AUC above 89%. Activity item comprises…

Proposing a short version of the Unesp-Botucatu pig acute pain scale using a novel application of machine learning technique 12%
Giovana Mancilla Pivato; Gustavo Venâncio da Silva; Beatriz Granetti Peres; Stelio Pacca Loureiro Luna; Monique Danielle Pairis-Garcia; Pedro Henrique Esteves Trindade · file · #36

…The algorithms’ AUC were compared with UPAPS’s AUC by the DeLong test (pROC::roc.test). Refining random forest We use the ranking established by random forest training to reduce the number…

Proposing a short version of the Unesp-Botucatu pig acute pain scale using a novel application of machine learning technique 12%
Giovana Mancilla Pivato; Gustavo Venâncio da Silva; Beatriz Granetti Peres; Stelio Pacca Loureiro Luna; Monique Danielle Pairis-Garcia; Pedro Henrique Esteves Trindade · file · #103

…UPAPS is Unesp-Botucatu Pig Composite Acute Pain Scale; # is total sum; & is probability of needing analgesia based on the algorithm; AUC is area under the curve; comparison between two AUCs was…