{"id":"W2772951090","doi":"10.1016/j.jss.2017.11.034","title":"Response to: The use of coarsened exact matching to evaluate treatment mode in the rib fracture patient","year":2017,"lang":"en","type":"letter","venue":"Journal of Surgical Research","topic":"Trauma Management and Diagnosis","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Medicine; Blunt; Anesthesiology; Randomized controlled trial; Guideline; Observational study; General surgery; Surgery; Anesthesia; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.006870692,0.0002517604,0.0007514122,0.00082671,0.0001914239,0.0002475469,0.0007568388,0.0002886484,0.0001953322],"category_scores_gemma":[0.00224431,0.0001082967,0.0004046422,0.0003439883,0.000108363,0.0001308652,0.0001911186,0.0027457,0.0000451672],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004345141,"about_ca_system_score_gemma":0.0003614835,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006448608,"about_ca_topic_score_gemma":0.00006029043,"domain_scores_codex":[0.9921427,0.002645663,0.0007526305,0.0002761021,0.003582381,0.0006005163],"domain_scores_gemma":[0.9895685,0.008277668,0.0003466236,0.0009942101,0.0006016301,0.0002113621],"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":[0.01274708,0.0004037989,0.0005409127,0.00005213194,0.0002138806,0.01491902,0.002416554,0.001106111,0.00004924867,0.000004307787,0.95431,0.01323697],"study_design_scores_gemma":[0.001941896,0.003186392,0.01345605,0.0008930856,0.00011732,0.0001424914,0.0002334374,0.00004249599,0.00007367142,0.00008559209,0.979726,0.0001016083],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.4128155,0.0001312729,0.000007180928,0.585792,0.00009559532,0.0008693948,0.00001735897,0.000002139383,0.0002695752],"genre_scores_gemma":[0.8725939,0.001106334,0.0003183293,0.1204196,0.001864713,0.0001269303,0.00002075231,0.00006401419,0.003485461],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4653724,"threshold_uncertainty_score":0.999555,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2930429494815973,"score_gpt":0.4741462087754399,"score_spread":0.1811032592938426,"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."}}