{"id":"W4206285974","doi":"10.1002/jmri.28046","title":"Association of Accuracy, Conclusions, and Reporting Completeness With Acceptance by Radiology Conferences and Journals","year":2022,"lang":"en","type":"article","venue":"Journal of Magnetic Resonance Imaging","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Queen's University; Ottawa Hospital; University of Ottawa","funders":"University of Ottawa; Radiological Society of North America; Mitacs; Philips","keywords":"Medicine; Guideline; Odds ratio; Confounding; Confidence interval; Radiology; Logistic regression; Grading (engineering); Subspecialty; Medical physics; Family medicine; Internal medicine; Pathology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.3299439,0.001260365,0.003099869,0.009747098,0.001250702,0.006112101,0.003460314,0.001823441,0.003981226],"category_scores_gemma":[0.687612,0.001297954,0.008135771,0.01302616,0.00303805,0.004442618,0.003303821,0.002050978,0.000500415],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001509038,"about_ca_system_score_gemma":0.00439524,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001028658,"about_ca_topic_score_gemma":0.00100395,"domain_scores_codex":[0.5507247,0.2021535,0.1640612,0.02307812,0.05718399,0.002798602],"domain_scores_gemma":[0.07492764,0.608937,0.2512991,0.03376071,0.02927628,0.001799276],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004511013,0.000140061,0.9022469,0.02219359,0.02788665,0.0002393573,0.002511322,0.0009444798,0.000629553,0.0006871821,0.002622547,0.03538743],"study_design_scores_gemma":[0.001354459,0.002477642,0.9119453,0.0134435,0.03889115,0.00207526,0.00260007,0.005036907,0.003636288,0.006594816,0.01159642,0.0003481722],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7547466,0.1569458,0.04411449,0.009102426,0.0032883,0.005208766,0.01778773,0.0005131833,0.008292736],"genre_scores_gemma":[0.9743192,0.005341667,0.01387532,0.0005530194,0.001075882,0.002133173,0.002039203,0.0001076197,0.0005549028],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6700561,"threshold_uncertainty_score":0.8262985,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3699381025728786,"score_gpt":0.4648756922417085,"score_spread":0.09493758966882987,"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."}}