{"id":"W4408461312","doi":"10.1080/09505431.2025.2475330","title":"Citizens as consumers: styles of reasoning about agricultural biotechnologies and publics","year":2025,"lang":"en","type":"article","venue":"Science as Culture","topic":"Organic Food and Agriculture","field":"Agricultural and Biological Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"European Commission; Stiftelsen för Miljöstrategisk Forskning","keywords":"Publics; Agriculture; Political science; Business; Geography; Politics; Law","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":[0.0002666579,0.0002274056,0.0002627307,0.00003933947,0.0006403658,0.00029357,0.0007192412,0.000258478,0.00008557216],"category_scores_gemma":[0.0006130988,0.00007078997,0.00007995676,0.002444816,0.001148194,0.0004512924,0.0003388613,0.0002759083,0.00001787336],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003389239,"about_ca_system_score_gemma":0.00005655527,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001637247,"about_ca_topic_score_gemma":0.0001454437,"domain_scores_codex":[0.9983411,0.00002844919,0.0002451072,0.0005435216,0.0003937484,0.0004480277],"domain_scores_gemma":[0.9992703,0.00005995901,0.0001432248,0.0001024219,0.000304474,0.0001195711],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000006796854,0.00003778101,0.001821742,0.00001368758,0.00001581106,0.000002328816,0.0002321545,4.93688e-7,0.9356298,0.04069773,0.003772055,0.0177696],"study_design_scores_gemma":[0.0003894454,0.0005890834,0.3712611,0.0004408882,0.00006005462,0.0001088041,0.04982334,0.00001026595,0.4949366,0.005036012,0.0766532,0.00069122],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9682038,0.001816712,4.958059e-7,0.008910329,0.000142952,0.0002182268,0.00003256734,0.000190298,0.02048461],"genre_scores_gemma":[0.9961384,0.0004681042,0.0002466463,0.0003031226,0.0000507525,0.000007281901,0.00001839424,6.215641e-7,0.002766711],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4406932,"threshold_uncertainty_score":0.492524,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006093973340301148,"score_gpt":0.225844531428838,"score_spread":0.2197505580885369,"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."}}