{"id":"W4404217563","doi":"10.1017/awf.2024.55","title":"How well can you tell? Success of human categorisation of horse behavioural responses depicted in media","year":2024,"lang":"en","type":"article","venue":"Animal Welfare","topic":"Animal and Plant Science Education","field":"Psychology","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Animal welfare; Animal-assisted therapy; HUBzero; Pet therapy; Horse; Psychology; Applied psychology; Biology; Ecology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003125296,0.0002268071,0.0001191796,0.0004791629,0.0004401538,0.001815454,0.0002145315,0.0006265476,0.004486118],"category_scores_gemma":[0.025297,0.0001002604,0.0001639925,0.000142914,0.0005689841,0.001773144,0.0007170509,0.000440584,0.001327943],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002573615,"about_ca_system_score_gemma":0.0001862778,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001544826,"about_ca_topic_score_gemma":0.002374801,"domain_scores_codex":[0.9988673,0.0007060139,0.00005439579,0.0001060696,0.0001905727,0.00007571001],"domain_scores_gemma":[0.9870762,0.00772333,0.002534057,0.0005768531,0.001414467,0.0006750405],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008947856,0.0003641906,0.5311422,0.0009508819,0.00020192,0.0006324748,0.1057684,0.0003595696,0.01255963,0.00149978,0.01221148,0.3334146],"study_design_scores_gemma":[0.00003657728,0.001660101,0.7082899,0.001139487,0.0002714766,0.003208096,0.1938305,0.00249893,0.007984794,0.002506195,0.07835717,0.0002167656],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9746397,0.001071013,0.002379438,0.001977032,0.0001775916,0.00005100319,0.000206547,0.000070365,0.01942725],"genre_scores_gemma":[0.994952,0.0005863269,0.0014786,0.0003300789,0.00005540414,0.00002228667,0.00008676973,0.00001128522,0.002477403],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004486118,"threshold_uncertainty_score":0.01652831,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04776387623041366,"score_gpt":0.3253842794486139,"score_spread":0.2776204032182003,"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."}}