{"id":"W4386046702","doi":"10.5694/mja2.52088","title":"Pharmaceutical company sponsorship of doctors: is gender equity a concern?","year":2023,"lang":"en","type":"editorial","venue":"The Medical Journal of Australia","topic":"Pharmaceutical industry and healthcare","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"York University","keywords":"Citation; Library science; Equity (law); Management; History; Political science; Law; Computer science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.01899992,0.0007153744,0.001779567,0.0002690406,0.0002995703,0.0000502537,0.003096372,0.005125506,0.02341952],"category_scores_gemma":[0.01018453,0.0004855147,0.0008303663,0.0006339925,0.002362416,0.0001555587,0.0006827701,0.02221655,0.0005415833],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003356939,"about_ca_system_score_gemma":0.002581823,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006714187,"about_ca_topic_score_gemma":0.000007838314,"domain_scores_codex":[0.9863409,0.004834848,0.002859676,0.0004839536,0.004010221,0.001470333],"domain_scores_gemma":[0.9770985,0.01678044,0.001763423,0.0004870638,0.001186859,0.002683733],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00360592,0.0004885183,0.0003438419,0.0009696489,0.001538139,0.001360281,0.0007489022,0.00002066083,0.0004039487,0.0004214691,0.9878687,0.002229916],"study_design_scores_gemma":[0.003416084,0.0004095245,0.0004104126,0.0005967642,0.00183067,0.0001999353,0.0001947211,0.0001738964,0.003411353,0.001176196,0.9877259,0.0004545613],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.04786639,0.001617576,0.00002007207,0.01163246,0.9365617,0.000514005,0.001146954,0.00007183779,0.0005690286],"genre_scores_gemma":[0.300975,0.003761776,0.00002599666,0.002143222,0.6896768,0.00001641449,0.00006669225,0.0001082258,0.003225836],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.2531086,"threshold_uncertainty_score":0.9997597,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7739434973574134,"score_gpt":0.6643419617312272,"score_spread":0.1096015356261862,"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."}}