{"id":"W2522997701","doi":"10.1503/cjs.015115","title":"Users’ guide to the surgical literature: how to assess an article about harm in surgery","year":2016,"lang":"en","type":"article","venue":"Canadian Journal of Surgery","topic":"Biomedical Ethics and Regulation","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Simon Fraser University; Hamilton Health Sciences; University of Ottawa","funders":"","keywords":"Medicine; Breast reconstruction; Breast cancer; Mastectomy; General surgery; Surgery; Abdomen; Cancer; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003079434,0.0001156635,0.0003777163,0.0006863133,0.00007564187,0.0001091858,0.0001210135,0.0001734049,0.0001810863],"category_scores_gemma":[0.001272313,0.00006029127,0.0001787012,0.0007601148,0.0001546315,0.0002125524,0.00001042239,0.000317141,0.00001570288],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002107168,"about_ca_system_score_gemma":0.002144828,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005933262,"about_ca_topic_score_gemma":0.007889546,"domain_scores_codex":[0.9983625,0.0001642485,0.0004991447,0.0001546063,0.0003918146,0.0004276727],"domain_scores_gemma":[0.9963555,0.0008892159,0.0001174765,0.0002408436,0.0003911213,0.002005864],"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":[0.0003401471,0.00009564138,0.3955259,0.00006493674,0.00009290786,0.008720368,0.001609629,0.00001473292,0.004239824,0.0007472628,0.4036806,0.1848681],"study_design_scores_gemma":[0.0002689048,0.00004529107,0.4402398,0.001129152,0.00001465982,0.000614761,0.0001048704,0.0000105875,0.0005211526,0.0001004527,0.5568365,0.0001137432],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7443163,0.0005230504,0.0001832719,0.2538812,0.0008879616,0.0001139918,0.00001660022,0.000004476219,0.00007314443],"genre_scores_gemma":[0.994359,0.00009536846,0.0001268119,0.003843846,0.0009059446,0.000004189439,0.000004631745,0.0000182099,0.0006419594],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2500427,"threshold_uncertainty_score":0.4402552,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07291527020668223,"score_gpt":0.3161988005006814,"score_spread":0.2432835302939992,"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."}}