{"id":"W3124111592","doi":"","title":"The Role of Consumer Risk Perceptions and Attitudes in Cross Cultural Beef Consumption Changes","year":2007,"lang":"en","type":"preprint","venue":"RePEc: Research Papers in Economics","topic":"Food Safety and Hygiene","field":"Agricultural and Biological Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Food safety; Tobit model; Ordered probit; Consumption (sociology); Risk perception; Business; Probit model; Marketing; Perception; Consumer behaviour; Food safety risk analysis; Public economics; Economics; Psychology; Food science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00340064,0.0002240852,0.0001774172,0.0006180424,0.0005325437,0.001671818,0.0002145604,0.0005183047,0.001722238],"category_scores_gemma":[0.01105162,0.0002389487,0.0006023639,0.0005727898,0.001124061,0.0004863984,0.0007617935,0.0008560466,0.0001299488],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006521732,"about_ca_system_score_gemma":0.0002981093,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02351597,"about_ca_topic_score_gemma":0.02019801,"domain_scores_codex":[0.9987142,0.0007026673,0.00005940287,0.0001563853,0.0002184598,0.0001488754],"domain_scores_gemma":[0.9910339,0.004731622,0.002525224,0.0007548822,0.0005522968,0.000402092],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002137505,0.0001460638,0.986852,0.00001849341,0.0001670752,0.00007490465,0.004448408,0.0004020404,0.0007585438,0.0003352702,0.00006410467,0.006519394],"study_design_scores_gemma":[0.000003072814,0.00004490068,0.9968163,0.0000083029,0.00003608759,0.00002603517,0.001810347,0.0006607429,0.0002128473,0.0002311755,0.0001405834,0.00000951286],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988533,0.00003886184,0.0002025178,0.00006457925,0.000002316101,0.00000566338,0.00002582506,0.000001696927,0.0008051785],"genre_scores_gemma":[0.9996601,0.00002854323,0.0001265763,0.00002587485,0.00000168892,0.000003504199,0.00002574012,0.00000120488,0.0001268397],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02351597,"threshold_uncertainty_score":0.04675817,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04707987690940957,"score_gpt":0.3374348110764944,"score_spread":0.2903549341670849,"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."}}