{"id":"W2140286065","doi":"","title":"How to disentangle doctors and drug companies","year":2007,"lang":"en","type":"article","venue":"Open medicine","topic":"Pharmaceutical industry and healthcare","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Drug; Pharmacology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.03445671,0.001595639,0.002943581,0.008749068,0.01328589,0.02165819,0.003367882,0.02116236,0.02192118],"category_scores_gemma":[0.1299199,0.001941311,0.001648949,0.003056159,0.03345799,0.06122619,0.01768101,0.03720634,0.009693415],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005546952,"about_ca_system_score_gemma":0.02278967,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01440226,"about_ca_topic_score_gemma":0.01637819,"domain_scores_codex":[0.9699195,0.0142731,0.001400056,0.002237206,0.01001634,0.002153787],"domain_scores_gemma":[0.8656194,0.07492756,0.007247931,0.007256843,0.02799802,0.01695021],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001774541,0.0002942132,0.003483986,0.0004104612,0.0001546022,0.0008959956,0.01009564,0.0002731853,0.0004128415,0.5772124,0.2936294,0.1129598],"study_design_scores_gemma":[0.0001705049,0.00003736153,0.001363529,0.0006116431,0.0000639934,0.0007013312,0.01548665,0.0008320877,0.0002706287,0.6983636,0.2819895,0.0001091326],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.004276724,0.007452644,0.01760693,0.9227445,0.01058056,0.00009195957,0.00008809381,0.0001312689,0.03702742],"genre_scores_gemma":[0.3192807,0.01237246,0.04147461,0.537039,0.01838743,0.0006051168,0.0002373466,0.0003989699,0.07020441],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9788377,"threshold_uncertainty_score":0.1822267,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4848665575847932,"score_gpt":0.5966218336384741,"score_spread":0.1117552760536809,"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."}}