{"id":"W2508008229","doi":"10.1016/j.amjmed.2016.01.051","title":"Why the Open Payments Program Is Likely to Provide Systematic and Transparent Data on Financial Relationships with Industry","year":2016,"lang":"en","type":"letter","venue":"The American Journal of Medicine","topic":"Pharmaceutical industry and healthcare","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Payment; Medicine; Quarter (Canadian coin); Actuarial science; Guideline; Accounting; Finance; Business","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01771802,0.0005621961,0.001284566,0.0009676292,0.006547851,0.01118976,0.002253069,0.1055451,0.008421052],"category_scores_gemma":[0.1407394,0.001269198,0.001708054,0.00111399,0.006383752,0.009302772,0.004269882,0.07975408,0.00664335],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007379121,"about_ca_system_score_gemma":0.02328362,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01294705,"about_ca_topic_score_gemma":0.01763705,"domain_scores_codex":[0.9759206,0.006084139,0.003193107,0.002379595,0.007840159,0.004582423],"domain_scores_gemma":[0.9036368,0.05201283,0.008157467,0.003266759,0.01701109,0.01591501],"domain_codex":null,"domain_gemma":"reproducibility","domain_candidate":"reproducibility","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009045031,0.00006030452,0.002584993,0.00004710543,0.00002591813,0.001366025,0.0004034545,0.0001117877,0.0002636431,0.01918572,0.9666699,0.009190647],"study_design_scores_gemma":[0.0002402623,0.0001238512,0.003360978,0.0007137962,0.00006921962,0.001815742,0.001208018,0.001235374,0.0007319732,0.04509604,0.9451896,0.0002150939],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0004133127,0.0001571426,0.0001049835,0.9940349,0.003124865,0.000008133857,0.00002636871,0.0000142862,0.002115853],"genre_scores_gemma":[0.004325862,0.0002058563,0.0002420325,0.9849111,0.00672701,0.00002754389,0.00001987215,0.00001568249,0.003524954],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.982282,"threshold_uncertainty_score":0.09370303,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6096627096066803,"score_gpt":0.5658167764484,"score_spread":0.04384593315828034,"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."}}