{"id":"W2915871837","doi":"10.1155/2009/602835","title":"2009 Canadian Association of Gastroenterology Educational Needs Assessment Report","year":2009,"lang":"en","type":"article","venue":"Canadian Journal of Gastroenterology","topic":"Microscopic Colitis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Inflammatory bowel disease; Ulcerative colitis; Gastroenterology; Certification; Internal medicine; Disease; Family medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000720522,0.0001705988,0.000635911,0.001299984,0.00007391643,0.00001694566,0.0002068892,0.0001680086,0.001054322],"category_scores_gemma":[0.0003258,0.0001815521,0.0001914514,0.0001682655,0.00009116749,0.00009236234,0.000007204056,0.0004831101,0.000006602952],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001989394,"about_ca_system_score_gemma":0.006484079,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.05449995,"about_ca_topic_score_gemma":0.6649089,"domain_scores_codex":[0.9976982,0.0001571104,0.0009476619,0.0001633111,0.0002406502,0.0007929978],"domain_scores_gemma":[0.9967105,0.00004031219,0.0008086091,0.00026537,0.0007264186,0.001448749],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002089186,0.00005706348,0.9506498,0.00001116638,0.0001451027,0.0006991912,0.0001307913,0.00001065519,0.0005636076,0.0001792563,0.04714447,0.0001999669],"study_design_scores_gemma":[0.001727157,0.004166878,0.9676758,0.00007551934,0.0001382055,0.01078111,0.00007085846,0.000008332046,0.00002529031,0.0001952907,0.01508175,0.0000538027],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.923933,0.00006051038,0.0002021836,0.07208578,0.00101525,0.0001751011,0.00006220384,0.000003250813,0.002462722],"genre_scores_gemma":[0.989627,0.00001321325,0.001537766,0.007204924,0.0004393402,0.000002450522,0.00005304747,0.0000136333,0.001108604],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.610409,"threshold_uncertainty_score":0.9998589,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007731813170803261,"score_gpt":0.2669833980878698,"score_spread":0.2592515849170666,"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."}}