{"id":"W1562567671","doi":"10.1002/9781118727072.ch18","title":"Measuring Utilization of Endoscopy in Clinical Practice","year":2014,"lang":"en","type":"other","venue":"","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; Montreal General Hospital; McMaster University Medical Centre","funders":"","keywords":"Gold standard (test); Medicine; Endoscopy; Quality (philosophy); Psychological intervention; Randomized controlled trial; Medical physics; Clinical trial; Clinical Practice; Surgery; Nursing; Pathology; Radiology","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":[0.02093202,0.0002493243,0.0004527382,0.00665205,0.0004404754,0.002568794,0.001125208,0.0008733731,0.003201804],"category_scores_gemma":[0.134203,0.0003480711,0.0006898978,0.009905015,0.0006685848,0.002420239,0.002278875,0.0008098666,0.0008251966],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002985861,"about_ca_system_score_gemma":0.003592051,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00514707,"about_ca_topic_score_gemma":0.007851824,"domain_scores_codex":[0.9536051,0.02089688,0.007932935,0.002513753,0.01426569,0.0007856826],"domain_scores_gemma":[0.8852122,0.05417459,0.04081426,0.003113634,0.01320216,0.003483156],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001177602,0.0001701628,0.8235831,0.001835889,0.0003513108,0.0000918026,0.002052122,0.0005378528,0.0002070799,0.001591894,0.007199724,0.1622612],"study_design_scores_gemma":[0.00002638451,0.0002796537,0.9685891,0.002143954,0.0001571488,0.0006474324,0.002370878,0.0009795334,0.000362496,0.001119016,0.02328653,0.00003796559],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7669545,0.0368982,0.01590968,0.02120875,0.0005707032,0.001874642,0.01520842,0.0003800491,0.140995],"genre_scores_gemma":[0.9241971,0.0246122,0.03752626,0.002473734,0.0004649355,0.00115586,0.005710071,0.00006582231,0.003793971],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02093202,"threshold_uncertainty_score":0.1107004,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1129174490772702,"score_gpt":0.3947186052667376,"score_spread":0.2818011561894673,"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."}}