{"id":"W2254545690","doi":"","title":"Denaturalizing Transparency in Drug Regulation","year":2015,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Pharmaceutical Economics and Policy","field":"Economics, Econometrics and Finance","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Transparency (behavior); Business; Drug; Law and economics; Accounting; Political science; Law; Pharmacology; Economics; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002110612,0.0001039817,0.0002204759,0.0002320843,0.00005197167,0.00005542891,0.0002034502,0.00005826448,0.00006088425],"category_scores_gemma":[0.00005574977,0.0001178882,0.00007754639,0.0001743696,0.0000207489,0.0003351476,0.00001439461,0.0009698732,0.0002407212],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001183784,"about_ca_system_score_gemma":0.0003560226,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002615266,"about_ca_topic_score_gemma":0.001254375,"domain_scores_codex":[0.9980106,0.00002095918,0.000533381,0.0001791103,0.00002844462,0.00122753],"domain_scores_gemma":[0.9995369,0.00001705877,0.000187724,0.000108245,0.00001819555,0.0001319],"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":[0.00002320411,0.00003019725,0.01448765,0.000002567592,0.00002463124,0.000001334041,0.000444793,0.0003623547,0.000009047403,0.9817252,0.0004508951,0.0024382],"study_design_scores_gemma":[0.0009765871,0.00003403266,0.00310818,0.000006349326,0.000002726638,0.00005409072,0.0002036308,0.002368038,0.000024903,0.9631773,0.02988167,0.0001624643],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9174458,0.01971678,0.003646683,0.009731038,0.0007383166,0.0001591898,0.00001446704,0.00002970336,0.04851804],"genre_scores_gemma":[0.9959002,0.002478935,0.00007127775,0.0004467146,0.0002242977,0.000003085076,0.000003823613,0.00001637439,0.0008552988],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07845441,"threshold_uncertainty_score":0.4807341,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05359186535836978,"score_gpt":0.2790945093271575,"score_spread":0.2255026439687877,"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."}}