{"id":"W2242946812","doi":"10.1093/ajae/aat116","title":"Social Networks and New Product Choice","year":2014,"lang":"en","type":"article","venue":"American Journal of Agricultural Economics","topic":"Consumer Market Behavior and Pricing","field":"Business, Management and Accounting","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"U.S. Department of Agriculture","keywords":"Social connectedness; Consumption (sociology); Product (mathematics); Preference; Social network (sociolinguistics); Microeconomics; Marketing; Consumer choice; Economics; Business; Psychology; Social psychology; Computer science; Sociology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002391948,0.0001253118,0.0002847119,0.00006868933,0.0001174947,0.0002252187,0.0001528425,0.00001838499,0.00002286372],"category_scores_gemma":[0.0000514758,0.00008839322,0.0000868297,0.0001570159,0.00007332424,0.000720241,0.00006343653,0.0001643167,0.000006194538],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000199658,"about_ca_system_score_gemma":0.00001356122,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000393657,"about_ca_topic_score_gemma":0.00009754419,"domain_scores_codex":[0.9993446,0.00001176534,0.0002995552,0.0001224617,0.00004934827,0.0001722827],"domain_scores_gemma":[0.9991249,0.00005777517,0.0006409531,0.00005451121,0.00009269318,0.0000291128],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00005260859,0.00002581334,0.151407,0.00001353093,0.00007067718,0.00000104595,0.00008968021,0.0006247797,0.0001624553,0.001452599,0.01036175,0.835738],"study_design_scores_gemma":[0.0003541454,0.00003162202,0.9351134,0.00001243764,0.0001104071,0.00003727977,0.0002389373,0.0002478788,0.000005918519,0.0001197613,0.06353124,0.0001970278],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948515,0.00007181893,0.00008342613,0.002995107,0.0002818806,0.00004432071,1.494736e-7,0.00001313043,0.001658715],"genre_scores_gemma":[0.9940678,0.00004230361,0.0001534446,0.0007210064,0.00491146,4.133828e-7,0.000002090334,0.00000897591,0.00009248333],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.835541,"threshold_uncertainty_score":0.3604571,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01330552187926899,"score_gpt":0.2107094124887371,"score_spread":0.1974038906094681,"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."}}