{"id":"W4297832057","doi":"10.1503/cjs.020021","title":"Quality indicators for operative reporting in transanal endoscopic surgery","year":2022,"lang":"en","type":"article","venue":"Canadian Journal of Surgery","topic":"Digital Imaging in Medicine","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Medicine; Perioperative; Demographics; Surgery; General surgery; Delphi method; Medical physics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.1530724,0.000538838,0.0009887839,0.01412522,0.002393039,0.005255722,0.001849686,0.0007838308,0.002343523],"category_scores_gemma":[0.3256933,0.0004318569,0.001872541,0.02101694,0.001862247,0.003790039,0.004775755,0.001999678,0.0003056696],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01585267,"about_ca_system_score_gemma":0.02173295,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0372267,"about_ca_topic_score_gemma":0.0266141,"domain_scores_codex":[0.8511573,0.06740667,0.04092326,0.00261117,0.03379262,0.004109012],"domain_scores_gemma":[0.5277213,0.1844908,0.1296071,0.01273011,0.131342,0.01410863],"domain_codex":null,"domain_gemma":"reporting","domain_candidate":"reporting","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0004977396,0.0003635562,0.7794302,0.004296558,0.0003832074,0.0001165124,0.00789929,0.002522801,0.0003247223,0.007105897,0.0236181,0.1734414],"study_design_scores_gemma":[0.0001153845,0.000909217,0.9246716,0.004523803,0.0002245659,0.0002603388,0.01117303,0.006458111,0.001068703,0.004469074,0.04591393,0.0002122743],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.6392878,0.02770087,0.1408288,0.05112562,0.003085248,0.0197359,0.03812159,0.001331738,0.07878251],"genre_scores_gemma":[0.8959769,0.003589988,0.08075352,0.001378063,0.0002276363,0.007987102,0.009285081,0.0001101437,0.0006915531],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8469276,"threshold_uncertainty_score":0.8095339,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1149052754947927,"score_gpt":0.3620317601085342,"score_spread":0.2471264846137415,"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."}}