{"id":"W1933055516","doi":"10.1002/bjs.9450","title":"Outcomes reported in high-impact surgical journals","year":2014,"lang":"en","type":"article","venue":"British journal of surgery","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"Fonds de recherche du Québec; McGill University","keywords":"Medicine; Subspecialty; Psychological intervention; Perioperative; Quality of life (healthcare); Surgery; General surgery; Family medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","scholarly_communication","insufficient_payload"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.3153961,0.0002371371,0.006692025,0.001221878,0.00008921113,0.001657793,0.001006103,0.0001185845,0.01456103],"category_scores_gemma":[0.1505731,0.0001302138,0.005061218,0.001605464,0.00005525052,0.0006746972,0.00006075518,0.0004932419,0.000301298],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005730774,"about_ca_system_score_gemma":0.0001829983,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001033645,"about_ca_topic_score_gemma":0.00004215458,"domain_scores_codex":[0.9606504,0.01163985,0.020363,0.0004127091,0.006564178,0.0003698115],"domain_scores_gemma":[0.9597908,0.01930858,0.0168572,0.001318936,0.002261425,0.0004630686],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001025013,0.00007851304,0.8107144,0.000006719199,0.000201148,0.002799446,0.00001699371,0.0001086088,0.000006226258,0.00002088311,0.08597408,0.1000627],"study_design_scores_gemma":[0.0003228981,0.00001782506,0.9537798,0.0003080738,0.00008121922,0.01477275,0.00005069789,0.0001243024,0.00000420882,0.003521355,0.02686958,0.0001472504],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9928011,0.00325414,0.0009364217,0.0008003546,0.0008535949,0.00009334345,0.000005789042,0.000002148119,0.001253055],"genre_scores_gemma":[0.9971079,0.0004444424,0.0004852744,0.0001574921,0.0003055877,0.00000148981,0.000001324867,0.00001354488,0.001482943],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.164823,"threshold_uncertainty_score":0.9993786,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7196804182591757,"score_gpt":0.5281213487662219,"score_spread":0.1915590694929539,"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."}}