{"id":"W4283783850","doi":"10.3390/ani12131711","title":"The Future of Artificial Intelligence in Monitoring Animal Identification, Health, and Behaviour","year":2022,"lang":"en","type":"article","venue":"Animals","topic":"Primate Behavior and Ecology","field":"Psychology","cited_by":53,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Zoo; York University","funders":"Mitacs","keywords":"Identification (biology); Computer science; Software; Tracking (education); Data science; Artificial intelligence; Psychology; Ecology; Biology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004970759,0.0007749511,0.0006775993,0.002036588,0.0005445267,0.004308291,0.001218235,0.003119952,0.003342059],"category_scores_gemma":[0.005210038,0.0002850077,0.000618691,0.001691833,0.003985168,0.008063598,0.001252105,0.003644766,0.001295155],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001549231,"about_ca_system_score_gemma":0.001477176,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001839859,"about_ca_topic_score_gemma":0.001517524,"domain_scores_codex":[0.9974306,0.001300157,0.0001328289,0.0003062386,0.000716049,0.0001141103],"domain_scores_gemma":[0.9913617,0.006479215,0.0003733795,0.0003878821,0.001086183,0.0003116878],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001089018,0.0001574559,0.003345163,0.002846243,0.0001490504,0.0001940229,0.0006652518,0.00282828,0.002091452,0.175859,0.03081089,0.7809442],"study_design_scores_gemma":[0.00001960536,0.0002593028,0.004000303,0.003738955,0.00009370963,0.0006080483,0.0008978705,0.008257946,0.00121834,0.2603863,0.7203795,0.0001400615],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003716141,0.8583112,0.05248831,0.04350975,0.001987625,0.00005321157,0.00010538,0.0002262867,0.03960206],"genre_scores_gemma":[0.07169761,0.7950619,0.1024585,0.01267054,0.005395188,0.0001793814,0.0001729047,0.00009094501,0.01227305],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004970759,"threshold_uncertainty_score":0.02628821,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04911673254792556,"score_gpt":0.3780898223054158,"score_spread":0.3289730897574902,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}