{"id":"W2916497970","doi":"10.1155/2003/125203","title":"2003 CAG Educational Needs Assessment Report","year":2003,"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":"Canadian Association of Gastroenterology; Victoria General Hospital","funders":"","keywords":"Medicine; Disease; Needs assessment; Pancreatitis; Gastroenterology; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003446785,0.00009718859,0.0002905511,0.0004329112,0.00005405086,0.00001400707,0.00008532232,0.00005995425,0.002658624],"category_scores_gemma":[0.0003913707,0.0000950316,0.00007542155,0.0001566883,0.0001037079,0.00004721052,0.000004005473,0.0002976246,0.00001081219],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004539471,"about_ca_system_score_gemma":0.006431578,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00107418,"about_ca_topic_score_gemma":0.00923456,"domain_scores_codex":[0.9988475,0.00008688991,0.0004629446,0.00009627706,0.0001232345,0.0003831084],"domain_scores_gemma":[0.9982134,0.00001655659,0.0002309483,0.0001909994,0.0004939632,0.0008541076],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003740672,0.00003537506,0.9193668,0.0000106033,0.00008411214,0.001813744,0.0000832534,0.00000269768,0.00032226,0.001486838,0.0766678,0.00008915061],"study_design_scores_gemma":[0.001621968,0.001322201,0.6180755,0.0000666966,0.00009611184,0.09753292,0.0001413639,0.000002263567,0.00007574612,0.0002331576,0.2807729,0.00005916547],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9715887,0.0001881932,0.0007990886,0.01301521,0.001926827,0.0001302969,0.000008666521,0.000002355888,0.01234064],"genre_scores_gemma":[0.9881249,0.00000780274,0.004641247,0.003455414,0.000264764,0.000003316379,0.00001040956,0.0000132939,0.00347883],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3012913,"threshold_uncertainty_score":0.9992011,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01118301136788734,"score_gpt":0.2809534201718508,"score_spread":0.2697704088039635,"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."}}