{"id":"W4387079585","doi":"10.1093/jcag/gwad035","title":"Gastroscopy for dyspepsia: Understanding primary care and gastroenterologist mental models of practice: A cognitive task analysis approach","year":2023,"lang":"en","type":"article","venue":"Journal of the Canadian Association of Gastroenterology","topic":"Gastrointestinal motility and disorders","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; University of Alberta","funders":"Alberta Medical Association; Government of Alberta","keywords":"Medicine; Cognition; Mental health; Population; Primary care; Family medicine; Psychiatry","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007546124,0.0007160611,0.0007652737,0.001991681,0.001775235,0.005062327,0.001362823,0.00119693,0.001370166],"category_scores_gemma":[0.02516292,0.0005393439,0.001196567,0.001294413,0.001741653,0.002490307,0.002153833,0.002088232,0.0001482153],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004253173,"about_ca_system_score_gemma":0.003086545,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01820638,"about_ca_topic_score_gemma":0.02041405,"domain_scores_codex":[0.9969854,0.001692498,0.0001165387,0.0003535542,0.0005663899,0.0002855807],"domain_scores_gemma":[0.9819129,0.01379983,0.002274092,0.0005789087,0.0006185376,0.0008158291],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.001089375,0.006531621,0.7141348,0.0008954058,0.001235272,0.0004052285,0.1708256,0.004997519,0.00101218,0.004787916,0.003339667,0.09074535],"study_design_scores_gemma":[0.0005785096,0.002118465,0.8138304,0.0003827334,0.000519699,0.0003128202,0.08465435,0.07454269,0.0004620337,0.02016163,0.002232643,0.0002041219],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995792,0.00008477912,0.00185376,0.0004703561,0.000009892357,0.0002279934,0.00006706791,0.00001725807,0.001476841],"genre_scores_gemma":[0.9958946,0.00006096611,0.003338108,0.0001206596,0.000007530345,0.0003372082,0.00008772491,0.000004238329,0.0001490736],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01820638,"threshold_uncertainty_score":0.03990823,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02782363242872038,"score_gpt":0.2766286031281086,"score_spread":0.2488049706993882,"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."}}