{"id":"W4386814840","doi":"10.22434/ifamr2022-0150","title":"Cheese without cows: Consumer demand for animal-free dairy cheese made from cellular agriculture in the United Kingdom","year":2023,"lang":"en","type":"article","venue":"The International Food and Agribusiness Management Review","topic":"Economic and Environmental Valuation","field":"Economics, Econometrics and Finance","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Business; Agricultural science; Agricultural economics; Dairy industry; Livestock; Dairy cattle; Agriculture; Economics; Food science; Animal science; Biology","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":[0.0002890862,0.0001034831,0.0001582747,0.0002670659,0.000153202,0.0005614004,0.0001630245,0.0003249256,0.004375616],"category_scores_gemma":[0.001515566,0.0001194798,0.0001780418,0.0004541462,0.000150994,0.0002496951,0.0002574204,0.0001797494,0.0004564134],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009309625,"about_ca_system_score_gemma":0.0002310632,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09015687,"about_ca_topic_score_gemma":0.1328945,"domain_scores_codex":[0.9997568,0.00008586453,0.00001990836,0.00003624879,0.00006251164,0.00003862669],"domain_scores_gemma":[0.9985203,0.0005875012,0.0005997111,0.00003334578,0.0001536415,0.0001054568],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005654125,0.0001169044,0.9856081,0.0001166035,0.00007576907,0.0007282014,0.001378711,0.0007893542,0.002179395,0.0003108805,0.001785211,0.006345516],"study_design_scores_gemma":[0.00001500627,0.00008930514,0.9961162,0.00001725169,0.0000151111,0.00008617205,0.001660326,0.0009054624,0.0001655259,0.00003180512,0.0008896033,0.000008184777],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988289,0.00009303734,0.00002345185,0.00006106299,7.853433e-7,0.000003276783,0.0003666417,8.222451e-7,0.0006219077],"genre_scores_gemma":[0.998863,0.00009164069,0.00003052752,0.00002097993,0.000001073574,0.00000434555,0.000339837,5.407348e-7,0.0006480963],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09015687,"threshold_uncertainty_score":0.1792642,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1010881327569419,"score_gpt":0.2489078191659125,"score_spread":0.1478196864089706,"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."}}