{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001514272,0.00009684761,0.000116794,0.00005532844,0.00007911211,0.00001982911,0.00008854616,0.00004919495,0.000152814],"category_scores_gemma":[0.0002056994,0.00008580196,0.0000268119,0.0002877922,0.0005287969,0.0003877701,0.00009439333,0.00007279379,0.000008496656],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002516577,"about_ca_system_score_gemma":0.00002504512,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00263264,"about_ca_topic_score_gemma":0.0002305928,"domain_scores_codex":[0.998982,0.00009053033,0.0002744395,0.000304002,0.0001713529,0.0001776628],"domain_scores_gemma":[0.9996248,0.00008354292,0.00007474863,0.000143673,0.00001385852,0.00005934144],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005640721,0.0004810175,0.9599819,0.00004604649,0.00001625639,0.000001675675,0.00410684,0.0001024731,0.008788439,0.02257222,0.001222304,0.002624404],"study_design_scores_gemma":[0.0002142455,0.00004977226,0.9667593,0.00001526017,0.0000157968,0.000002007278,0.01141805,0.0001170784,0.006721579,0.01437898,0.0002326066,0.00007533215],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9925789,0.00006241606,0.002307202,0.0005106412,0.00008388081,0.0003267148,0.00001447343,0.00001221067,0.004103591],"genre_scores_gemma":[0.998833,0.00005604691,0.0005953032,0.00009215824,0.00001825253,0.00002889354,0.00005598018,0.000003780942,0.0003165972],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008193245,"threshold_uncertainty_score":0.3979782,"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."}}