{"id":"W4303579124","doi":"10.3390/ani12192685","title":"Noseband Fit: Measurements and Perceptions of Canadian Equestrians","year":2022,"lang":"en","type":"article","venue":"Animals","topic":"Veterinary Equine Medical Research","field":"Veterinary","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Harm; Discretion; Amateur; Competition (biology); Welfare; Descriptive statistics; Psychology; Applied psychology; Political science; Public relations; Social psychology; Statistics; Law; Mathematics; Biology","routes":{"ca_aff":true,"ca_fund":false,"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":[0.003196539,0.0002418092,0.0002644261,0.001441873,0.003576634,0.001712068,0.0009762336,0.0005711482,0.003397242],"category_scores_gemma":[0.007838311,0.0002773966,0.0003703031,0.001504694,0.002031644,0.0007195731,0.001563748,0.0008718038,0.0002983203],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01106442,"about_ca_system_score_gemma":0.01071195,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9065584,"about_ca_topic_score_gemma":0.9492722,"domain_scores_codex":[0.9973575,0.0003181848,0.0001341766,0.000272806,0.001461026,0.0004561989],"domain_scores_gemma":[0.9927274,0.0007658347,0.000946489,0.0001514592,0.004066302,0.001342552],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002555397,0.000186941,0.799866,0.0002209374,0.00003783534,0.0005808272,0.1535137,0.000178053,0.004001414,0.0005031502,0.002826859,0.03782877],"study_design_scores_gemma":[0.000004206661,0.0001768292,0.8121295,0.0001213282,0.00001520229,0.0001704997,0.1789793,0.0003507785,0.0005264536,0.00004663982,0.007424551,0.00005479578],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962888,0.0001548027,0.0001125176,0.0003593115,0.000007244929,0.00002180506,0.0001368027,0.000004800536,0.002913996],"genre_scores_gemma":[0.9966524,0.0003610732,0.0003882819,0.0001909887,0.00000353628,0.00001256722,0.0001645727,0.000005554433,0.002221018],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09344161,"threshold_uncertainty_score":0.1879838,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2860520871011056,"score_gpt":0.4084332513240669,"score_spread":0.1223811642229614,"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."}}