{"id":"W2145198589","doi":"10.1136/jme.2006.016980","title":"Assault on editorial independence: improprieties of the Canadian Medical Association","year":2007,"lang":"en","type":"editorial","venue":"Journal of Medical Ethics","topic":"Ethics in Clinical Research","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Independence (probability theory); Association (psychology); Law; Psychology; Political science; Psychotherapist","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":["metaresearch","research_integrity"],"domain":"evaluation","study_design":"not_applicable","genre":"editorial","about_ca_system":true,"about_ca_topic":true,"confidence":"high","status":"direct model label, unvalidated"},{"model":"gpt","categories":["metaresearch","research_integrity"],"domain":"evaluation","study_design":"not_applicable","genre":"editorial","about_ca_system":false,"about_ca_topic":true,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.01786356,0.002234434,0.003234009,0.004363896,0.009490751,0.009702357,0.006228667,0.02903551,0.005503623],"category_scores_gemma":[0.09740193,0.001287417,0.001884146,0.002847924,0.006008147,0.0028715,0.001178419,0.02849034,0.002756554],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01466612,"about_ca_system_score_gemma":0.02661684,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05403677,"about_ca_topic_score_gemma":0.1638277,"domain_scores_codex":[0.974425,0.002704087,0.001817631,0.0009586574,0.01837419,0.001720505],"domain_scores_gemma":[0.8786072,0.04950006,0.003455834,0.002076557,0.05558481,0.0107756],"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":[0.0000292346,0.000008048452,0.00004228868,0.0001165055,0.00001810838,0.0001791752,0.00004933487,0.00002280653,0.00003257669,0.0003719619,0.9956089,0.003521184],"study_design_scores_gemma":[0.00009344536,0.00002473955,0.0008563854,0.0006806927,0.00009042598,0.0004024148,0.0001717765,0.0002852129,0.000201581,0.001225855,0.9959075,0.00005990299],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.0002278948,0.00562721,0.0001222169,0.1736324,0.8155795,0.00003766516,0.00004607364,0.00007476387,0.004652275],"genre_scores_gemma":[0.005202993,0.007356903,0.0003633326,0.1306175,0.8400723,0.00005722536,0.0000368436,0.00008113856,0.01621174],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.9853339,"threshold_uncertainty_score":0.1074445,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1621637781746678,"score_gpt":0.5505104544992905,"score_spread":0.3883466763246227,"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."}}