{"id":"W2916338064","doi":"10.1155/2012/623037","title":"2012 Canadian Association of Gastroenterology Educational Needs Assessment Report","year":2012,"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":"Global Affairs Canada","funders":"","keywords":"Association (psychology); Medicine; Gastroenterology; Internal medicine; Family medicine; Medical physics; Psychology","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":[0.001068647,0.0001655705,0.0005918498,0.0011629,0.00007327571,0.00001168226,0.0001776801,0.0001707561,0.002160233],"category_scores_gemma":[0.0003058216,0.0001733518,0.0001823405,0.000138623,0.0001177716,0.0001977325,0.00001451987,0.0004686503,0.00001489584],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002204048,"about_ca_system_score_gemma":0.004788814,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.06782416,"about_ca_topic_score_gemma":0.6704193,"domain_scores_codex":[0.9975274,0.0001967714,0.0008751907,0.0001198136,0.0002328784,0.00104798],"domain_scores_gemma":[0.9962029,0.00005892369,0.00081418,0.0002541533,0.0005908727,0.002078956],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001337326,0.00006110349,0.9499185,0.00002101672,0.0002204706,0.0001477986,0.0002264327,0.000002716714,0.0003312159,0.0001945267,0.04867597,0.00006653136],"study_design_scores_gemma":[0.001304563,0.001353445,0.9451404,0.00005406349,0.000172014,0.01057538,0.0001102768,0.000002492125,0.00002268099,0.00003576315,0.04117822,0.00005074424],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.96837,0.0001435401,0.0002290489,0.02637604,0.002391018,0.0001717505,0.00006113503,0.000002740083,0.002254749],"genre_scores_gemma":[0.9929533,0.00001201852,0.00147786,0.003039185,0.0008543112,0.000005825866,0.00005396626,0.00002141761,0.001582108],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6025952,"threshold_uncertainty_score":0.9987519,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01040311602936313,"score_gpt":0.2731774468595151,"score_spread":0.262774330830152,"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."}}