{"id":"W4410815870","doi":"10.1080/08927936.2025.2502239","title":"Age, Gender, Education, Political Orientation, and Animal Identification Predict Adoption of Meat Alternatives in a Representative Sample","year":2025,"lang":"en","type":"article","venue":"Anthrozoös","topic":"Agriculture Sustainability and Environmental Impact","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Identification (biology); Biology and political orientation; Sample (material); Orientation (vector space); Politics; Sexual orientation; Psychology; Marketing; Business; Political science; Social psychology; Mathematics; 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":[0.0004310941,0.0002040566,0.0001865768,0.0005813742,0.001089719,0.0006076301,0.0002992452,0.0002965734,0.002147116],"category_scores_gemma":[0.001283533,0.00018774,0.0002822358,0.0008026983,0.0003373964,0.0002296359,0.0003183408,0.0003771436,0.0002316003],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0012065,"about_ca_system_score_gemma":0.002216801,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.7019571,"about_ca_topic_score_gemma":0.8329568,"domain_scores_codex":[0.9997196,0.00002921533,0.00001501724,0.00003615982,0.0001008226,0.00009919367],"domain_scores_gemma":[0.9993686,0.00005300494,0.0002504792,0.00003272623,0.0001429803,0.0001523242],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000019524,0.00005297788,0.9980007,0.000004977697,0.00000936219,0.00002586061,0.0004532964,0.000009198076,0.0001366939,0.00001496716,0.00009921812,0.001173164],"study_design_scores_gemma":[0.000001281008,0.00002544208,0.9985625,0.000003607485,0.000004923169,0.00002995318,0.001121776,0.00003984215,0.00002086123,0.000006068586,0.0001819633,0.000001731894],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993706,0.00002954215,0.00002178227,0.00002401622,0.000001610444,0.00001037717,0.0001405914,6.828222e-7,0.0004007372],"genre_scores_gemma":[0.9990296,0.00009760805,0.00009939774,0.00005002057,0.00000213258,0.000009200116,0.0002721804,8.294488e-7,0.0004389218],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7019571,"threshold_uncertainty_score":0.5995963,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01296939518738703,"score_gpt":0.3163274935345327,"score_spread":0.3033580983471457,"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."}}