{"id":"W4376131201","doi":"10.1093/eurheartj/ehad279","title":"Rapid, accurate publication and dissemination of clinical trial results: benefits and challenges","year":2023,"lang":"en","type":"article","venue":"European Heart Journal","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Joseph’s Healthcare Hamilton; Impact; McMaster University; Population Health Research Institute","funders":"","keywords":"Medicine; Social media; Dissemination; Information Dissemination; Mainstream; Clinical trial; Internet privacy; Public relations; Medical education; World Wide Web; Computer science; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.7456301,0.003687247,0.007131723,0.01126735,0.00544827,0.05883545,0.01091853,0.0237056,0.0261655],"category_scores_gemma":[0.9012322,0.003954338,0.005450869,0.01641013,0.02309754,0.05995072,0.02869962,0.03603742,0.04453806],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01094595,"about_ca_system_score_gemma":0.07950311,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002845523,"about_ca_topic_score_gemma":0.001877364,"domain_scores_codex":[0.164535,0.6058792,0.06932308,0.01481975,0.1398412,0.005601652],"domain_scores_gemma":[0.02863762,0.7646026,0.0404939,0.06345654,0.08875611,0.0140532],"domain_codex":"methods","domain_gemma":"reporting","domain_candidate":"reporting","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001406905,0.0002497807,0.002527724,0.01467181,0.0007067613,0.0003473417,0.005131401,0.0009378312,0.0006646567,0.04050925,0.3686099,0.5642368],"study_design_scores_gemma":[0.001358066,0.001283799,0.006976853,0.03707058,0.0005588123,0.001272837,0.004861986,0.003767621,0.001150354,0.1471246,0.7938945,0.0006799594],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.001978133,0.05401475,0.05174388,0.8243319,0.04137217,0.003730669,0.001857721,0.002496845,0.01847387],"genre_scores_gemma":[0.1144493,0.1861993,0.3140224,0.2045905,0.1328375,0.01781462,0.006833339,0.006066395,0.01718658],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2543699,"threshold_uncertainty_score":0.3136834,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9089404557367005,"score_gpt":0.5977058333552884,"score_spread":0.3112346223814121,"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."}}