{"id":"W4378212114","doi":"10.1002/cncr.34852","title":"Characterization of industry relationships in oncology","year":2023,"lang":"en","type":"article","venue":"Cancer","topic":"Pharmaceutical industry and healthcare","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; BC Cancer Agency","funders":"University of Texas MD Anderson Cancer Center; EMD Serono; Pfizer; Servier; National Cancer Institute; Novocure; National Institutes of Health; U.S. Department of Health and Human Services","keywords":"Mentorship; Medicine; Oncology; Clinical Oncology; Product (mathematics); Internal medicine; Quarter (Canadian coin); Medical education; Quality (philosophy); Family medicine; Cancer","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.009668988,0.0001581968,0.000160486,0.002952687,0.001643481,0.002396237,0.0006794695,0.0006032644,0.005879307],"category_scores_gemma":[0.04640095,0.000128171,0.0002683961,0.002837942,0.000962871,0.001922598,0.003067265,0.0007599746,0.0004136038],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001865146,"about_ca_system_score_gemma":0.002823083,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001345596,"about_ca_topic_score_gemma":0.00193685,"domain_scores_codex":[0.9906948,0.00505984,0.00105628,0.0004376806,0.001920611,0.00083071],"domain_scores_gemma":[0.903745,0.04184721,0.03793513,0.001387181,0.008155774,0.006929788],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008977833,0.0001334018,0.9665249,0.0001380617,0.00003446815,0.0001664548,0.008569352,0.0001083349,0.0002286487,0.0009020361,0.001067732,0.02203677],"study_design_scores_gemma":[0.00001682589,0.0004319018,0.9035301,0.0002477361,0.00003695631,0.001178923,0.07661971,0.0006200729,0.0003889513,0.001060272,0.01584804,0.00002066409],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9844781,0.0007326648,0.000929387,0.001609948,0.00002171912,0.00013006,0.0001920292,0.000009017615,0.01189718],"genre_scores_gemma":[0.9986467,0.0002470225,0.000332952,0.0001768184,0.00001755609,0.00007173717,0.000125675,0.000002768993,0.0003788951],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.990331,"threshold_uncertainty_score":0.05113512,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6967321766981145,"score_gpt":0.6178303730903618,"score_spread":0.07890180360775267,"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."}}