{"id":"W3045999190","doi":"10.1016/j.jcf.2020.07.012","title":"DIGEST: Developing innovative gastroenterology specialty training","year":2020,"lang":"en","type":"article","venue":"Journal of Cystic Fibrosis","topic":"Cystic Fibrosis Research Advances","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"SickKids Foundation; Hospital for Sick Children; University of Toronto","funders":"Hospital for Sick Children","keywords":"Medicine; Specialty; Cystic fibrosis; Life expectancy; Multidisciplinary team; Multidisciplinary approach; Internal medicine; Intensive care medicine; Family medicine; Nursing","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":[0.01224629,0.0006436124,0.0002846202,0.001643072,0.001400693,0.004939748,0.002138592,0.003884493,0.06965801],"category_scores_gemma":[0.01143793,0.0003475492,0.0005817481,0.0008269034,0.0009459533,0.004390954,0.008362759,0.004024274,0.02023243],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002822539,"about_ca_system_score_gemma":0.02701588,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001143527,"about_ca_topic_score_gemma":0.003907209,"domain_scores_codex":[0.9967774,0.0009434836,0.0001511223,0.0002299216,0.001107287,0.0007907319],"domain_scores_gemma":[0.9655896,0.001882827,0.0009643728,0.001048205,0.003622725,0.02689225],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001958088,0.000947608,0.00693309,0.0005173374,0.00002930594,0.0002356658,0.0004394842,0.0005593668,0.002368712,0.01590199,0.5194443,0.4524274],"study_design_scores_gemma":[0.0003782834,0.0007341644,0.01532299,0.0009848779,0.00003714714,0.0007310696,0.002190174,0.00160862,0.002349335,0.01934978,0.9562736,0.00003997625],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.05541324,0.01280033,0.04668176,0.5705159,0.06147942,0.001546194,0.002679003,0.005171191,0.2437129],"genre_scores_gemma":[0.2376004,0.01689336,0.1987806,0.123429,0.02076777,0.001569643,0.006439256,0.001047551,0.3934724],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.06965801,"threshold_uncertainty_score":0.2330292,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04533709840822933,"score_gpt":0.3187589883045996,"score_spread":0.2734218898963703,"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."}}