{"id":"W2122101233","doi":"10.1177/0306312709334640","title":"Biomedical Conventions and Regulatory Objectivity","year":2009,"lang":"en","type":"article","venue":"Social Studies of Science","topic":"Pharmaceutical industry and healthcare","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":74,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal; McGill University","funders":"","keywords":"Objectivity (philosophy); Biomedicine; Regulatory science; Epistemology; Sociology; Engineering ethics; Political science; Medicine; 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":["sts"],"consensus_categories":[],"category_scores_codex":[0.01068354,0.0009610751,0.001350198,0.003223154,0.005476474,0.01681362,0.001541392,0.007729874,0.01185037],"category_scores_gemma":[0.02766743,0.0005189191,0.00115644,0.002809722,0.01499128,0.01414651,0.0050208,0.01135137,0.002179618],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003696504,"about_ca_system_score_gemma":0.00362829,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001111866,"about_ca_topic_score_gemma":0.001644513,"domain_scores_codex":[0.9891398,0.006196505,0.0006442316,0.001207454,0.00214091,0.0006711233],"domain_scores_gemma":[0.9515173,0.04045772,0.00182735,0.00235441,0.002634949,0.001208203],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0000273536,0.0000294645,0.0004741993,0.0001853921,0.00002301117,0.00007890172,0.004108223,0.0001940924,0.00009340111,0.7511458,0.2205227,0.02311755],"study_design_scores_gemma":[0.00001309863,0.00002901431,0.0005908338,0.000296345,0.0000118069,0.0001063046,0.001685544,0.0002628292,0.00009867466,0.2998746,0.6969976,0.00003327573],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.005122734,0.08324011,0.01549121,0.5374333,0.1682081,0.00007105357,0.000228347,0.0001381007,0.1900671],"genre_scores_gemma":[0.2090863,0.08727393,0.009229714,0.1273861,0.4721441,0.0003868063,0.0005551476,0.0006137905,0.09332412],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9945235,"threshold_uncertainty_score":0.05650061,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5651027460022019,"score_gpt":0.6291988708366842,"score_spread":0.06409612483448235,"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."}}