{"id":"W593594795","doi":"10.1097/mib.0000000000000470","title":"Central Reading of Endoscopy Endpoints in Inflammatory Bowel Disease Trials","year":2015,"lang":"en","type":"review","venue":"Inflammatory Bowel Diseases","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"Robarts Clinical Trials; Western University","funders":"","keywords":"Blinding; Food and drug administration; Medicine; Reading (process); Medical physics; Clinical trial; Computer science; Risk analysis (engineering); Pathology; Political science","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001436535,0.0009314091,0.003753816,0.00108825,0.00008029316,0.00007048327,0.0003734644,0.0004753582,0.0002055694],"category_scores_gemma":[0.003388739,0.0008078328,0.001718714,0.0004468558,0.000249044,0.0002944699,0.0001867155,0.0007150542,0.00006427788],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001039666,"about_ca_system_score_gemma":0.004277421,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004420568,"about_ca_topic_score_gemma":0.00002317109,"domain_scores_codex":[0.993283,0.001110687,0.002812923,0.0009190412,0.001054709,0.0008196293],"domain_scores_gemma":[0.9949921,0.0006619439,0.001579954,0.001062616,0.0002439637,0.001459425],"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":[0.02325427,0.0009117616,0.06000037,0.1511013,0.001483075,0.004708522,0.0004727716,0.00009446002,0.00001536831,0.0002531694,0.005819982,0.751885],"study_design_scores_gemma":[0.005899397,0.0007806728,0.04905133,0.08147273,0.008333897,0.00009220839,0.0001430236,0.0001329205,0.000036709,0.0002987008,0.8520944,0.001664086],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.008398262,0.9859897,0.0000142407,0.00001682598,0.001114708,0.002868207,0.0006480201,0.0002805281,0.0006694682],"genre_scores_gemma":[0.007019783,0.9897839,0.00006555358,0.0000414046,0.001328395,0.0007717393,0.0004710915,0.0001929072,0.0003252556],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8462743,"threshold_uncertainty_score":0.9994373,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05711263150426243,"score_gpt":0.349773550146595,"score_spread":0.2926609186423326,"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."}}