{"id":"W1901615775","doi":"10.1002/jso.24039","title":"Synoptic operative reports enhance documentation of best practices for rectal cancer","year":2015,"lang":"en","type":"article","venue":"Journal of Surgical Oncology","topic":"Digital Imaging in Medicine","field":"Medicine","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Medicine; Checklist; Documentation; Colorectal cancer; Cohort; Protocol (science); Best practice; Cohort study; Cancer; Medical physics; Surgery; General surgery; Internal medicine; Alternative medicine; 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":[],"consensus_categories":[],"category_scores_codex":[0.0635792,0.0005377869,0.0005671021,0.007449117,0.0007339026,0.002356709,0.001215402,0.0006166036,0.002033955],"category_scores_gemma":[0.3577786,0.0006293011,0.0007602781,0.002951844,0.0008802103,0.003346105,0.004500422,0.0008217116,0.0004989431],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001213532,"about_ca_system_score_gemma":0.004161572,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001268023,"about_ca_topic_score_gemma":0.00249002,"domain_scores_codex":[0.9239755,0.04425839,0.01502657,0.00198132,0.01393946,0.0008186963],"domain_scores_gemma":[0.436282,0.2344457,0.1969898,0.03013765,0.09715096,0.004993903],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001256124,0.0004223987,0.4101921,0.007920471,0.0004689492,0.0005766118,0.02302826,0.001450479,0.004386958,0.0009393,0.01460865,0.5347497],"study_design_scores_gemma":[0.0004610895,0.00344401,0.862515,0.01149445,0.0008509883,0.004515242,0.02000049,0.007095625,0.01351456,0.003226605,0.07244566,0.0004361928],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.865261,0.01511622,0.08473793,0.008064276,0.00123504,0.004917115,0.002337179,0.001788487,0.01654274],"genre_scores_gemma":[0.8687604,0.004363176,0.1221477,0.0006266896,0.00062206,0.001297254,0.001026251,0.000141929,0.001014493],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0635792,"threshold_uncertainty_score":0.336243,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08925740107933018,"score_gpt":0.4964702735165967,"score_spread":0.4072128724372666,"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."}}