{"id":"W7117244490","doi":"10.1016/j.ecoinf.2025.103584","title":"PantherAI: An autonomous behavioural monitoring tool for assessing activity budget and space use in a zoo-housed tiger","year":2025,"lang":"en","type":"article","venue":"Ecological Informatics","topic":"Animal Behavior and Welfare Studies","field":"Veterinary","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Zoo","funders":"","keywords":"Panthera; Tiger; Wildlife; Scripting language; Threatened species; Camera trap; Space (punctuation); Wildlife conservation; Citizen science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002746205,0.000189095,0.0003191863,0.00008582496,0.0002534825,0.0002259755,0.0001075196,0.0001722501,0.00002142808],"category_scores_gemma":[0.0001775911,0.0001538733,0.00005981823,0.0001076189,0.00008433656,0.0009624958,0.0001647344,0.0002362229,0.000004571046],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001339646,"about_ca_system_score_gemma":0.00003452916,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006782462,"about_ca_topic_score_gemma":0.00002974963,"domain_scores_codex":[0.999015,0.00005302927,0.0003637757,0.0001425289,0.00008671523,0.0003389833],"domain_scores_gemma":[0.9993103,0.00033109,0.0001039941,0.0001504748,0.00005366193,0.00005051122],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001911927,0.0002974455,0.9861484,0.00006891208,0.00001992645,0.00002439951,0.001555071,0.00001565826,0.001460074,0.0003563154,0.00006489339,0.009797766],"study_design_scores_gemma":[0.0005926813,0.0004654411,0.9949802,0.00003133076,0.00003154948,0.000005965475,0.001240874,0.001903217,0.0001633763,0.00006413812,0.0003244785,0.0001967477],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997678,0.00001355439,0.0009685173,0.0001142086,0.0001873999,0.0004746432,0.00001939879,0.0001354634,0.0004088506],"genre_scores_gemma":[0.9934372,0.00001020324,0.006193365,0.00008852276,0.00002528359,0.0001092688,0.000005219581,0.00001024078,0.000120737],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009601018,"threshold_uncertainty_score":0.627477,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1297512093693825,"score_gpt":0.3841902128894412,"score_spread":0.2544390035200587,"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."}}