{"id":"W329285774","doi":"10.1155/2013/353760","title":"Mechanical Analysis of Insertion Problems and Pain During Colonoscopy: Why Highly Skill-Dependent Colonoscopy Routines are Necessary in the First Place... and How They May be Avoided","year":2013,"lang":"en","type":"review","venue":"Canadian Journal of Gastroenterology","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Colonoscopy; Medicine; Transverse colon; Surgery; Colorectal cancer; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00131076,0.000310393,0.001901275,0.001291848,0.00011563,0.00006081509,0.0002085513,0.000301168,0.00001652736],"category_scores_gemma":[0.0003025358,0.0002161045,0.0002807129,0.0003725594,0.000140428,0.00009883192,0.00003396797,0.0007699435,2.039127e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003300016,"about_ca_system_score_gemma":0.0002968639,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.006643576,"about_ca_topic_score_gemma":0.3794431,"domain_scores_codex":[0.9975519,0.0008185128,0.0007259673,0.0003009695,0.0002069292,0.0003956874],"domain_scores_gemma":[0.9979315,0.0002613991,0.001074736,0.0002153555,0.0001646224,0.0003524294],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.04269498,0.0006811512,0.8221107,0.03572769,0.02031176,0.003378812,0.008304462,0.0007181338,0.000109865,0.0000628542,0.007492741,0.0584069],"study_design_scores_gemma":[0.01863111,0.1323603,0.4016277,0.05246562,0.04772165,0.01938413,0.005880104,0.002109326,0.00005847813,0.0001022226,0.3179301,0.001729321],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7289218,0.2637815,0.00007259697,0.00622136,0.000194758,0.0007331619,0.00006354383,0.000005980189,0.000005275012],"genre_scores_gemma":[0.7248162,0.274355,0.00006841623,0.0005291042,0.0001057928,0.00005815289,0.00002407073,0.00002495417,0.00001830267],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.420483,"threshold_uncertainty_score":0.9999713,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02613094007749021,"score_gpt":0.2617089725964796,"score_spread":0.2355780325189894,"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."}}