{"id":"W2339115352","doi":"10.1056/jg200902270000001","title":"Colonoscopy-Related Bleeding and Perforation","year":2009,"lang":"en","type":"article","venue":"Journal watch","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Colonoscopy; Nova scotia; Perforation; General surgery; Population; Surgery; Internal medicine; Colorectal cancer; Environmental health; Cancer","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001888777,0.00005093222,0.00009704103,0.00004642711,0.0001522008,0.00004165584,0.00001431688,0.00005505044,0.00004573423],"category_scores_gemma":[0.00004142694,0.00004070875,0.00002996114,0.0001145423,0.00000992755,0.0001043184,0.000003875668,0.000264123,0.000006032813],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009041253,"about_ca_system_score_gemma":0.0000300626,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005624527,"about_ca_topic_score_gemma":0.000003024173,"domain_scores_codex":[0.9995689,0.00001181139,0.000131787,0.00007169197,0.0001200089,0.00009574716],"domain_scores_gemma":[0.999738,0.00001152422,0.00005266903,0.00003617908,0.00006613681,0.00009544544],"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":[0.017903,0.0002931465,0.03520639,0.0000622138,0.0002191597,0.0003426696,0.005862251,0.0002747431,0.1988964,0.0003064571,0.03197652,0.7086571],"study_design_scores_gemma":[0.01470193,0.08141033,0.6807954,0.0009139496,0.000955917,0.03312495,0.001833312,0.05106523,0.0733313,0.01236466,0.04856589,0.000937158],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9819818,0.0003417209,0.0003401019,0.01477348,0.0002030618,0.00006085273,1.274282e-7,0.00003246835,0.002266443],"genre_scores_gemma":[0.9978389,0.0003038779,0.0004323436,0.0002356041,0.0002531955,6.128002e-7,8.792568e-7,0.000003971707,0.0009305995],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7077199,"threshold_uncertainty_score":0.1660055,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01195150368707848,"score_gpt":0.2791855251639566,"score_spread":0.2672340214768781,"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."}}