{"id":"W156741044","doi":"","title":"Innovation and Best Practices in Endoscopy","year":2013,"lang":"en","type":"article","venue":"Data Archiving and Networked Services (DANS)","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Canadian Association of Gastroenterology","keywords":"Medicine; Pace; Endoscopy; Specialty; Therapeutic endoscopy; Clinical Practice; General surgery; Family medicine; Surgery","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04907991,0.0003632945,0.0004547976,0.004547813,0.002960342,0.01436807,0.002131915,0.00389028,0.0152972],"category_scores_gemma":[0.1313471,0.000330886,0.0006073536,0.005537554,0.009266275,0.009631204,0.006009087,0.004913181,0.002623805],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01195394,"about_ca_system_score_gemma":0.02004823,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005791039,"about_ca_topic_score_gemma":0.007053786,"domain_scores_codex":[0.940098,0.03251635,0.003640689,0.002495904,0.01871967,0.002529399],"domain_scores_gemma":[0.8395252,0.09754008,0.01545061,0.01204483,0.02282709,0.01261218],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008171167,0.0002461673,0.01420336,0.001900445,0.00006895395,0.0007034631,0.02066761,0.001221089,0.0002978718,0.3318872,0.1663355,0.4623866],"study_design_scores_gemma":[0.00004042454,0.0001498589,0.01655595,0.008623808,0.00003541525,0.0008208869,0.01797316,0.001105623,0.0008114416,0.2213914,0.7323725,0.0001195224],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.02799055,0.0418097,0.0136258,0.6337665,0.004847868,0.0002098426,0.0004285377,0.0002291117,0.2770921],"genre_scores_gemma":[0.808696,0.05760181,0.04024836,0.04728118,0.0043139,0.0003877363,0.0006615978,0.0002683648,0.04054112],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.04907991,"threshold_uncertainty_score":0.2595625,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05051526106048573,"score_gpt":0.3207361220094721,"score_spread":0.2702208609489863,"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."}}