{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003919289,0.0001907287,0.000723397,0.0002316296,0.00007155175,0.0000384513,0.0002139803,0.00006989652,0.0001766153],"category_scores_gemma":[0.003663846,0.0001537305,0.0001489695,0.0007135754,0.0001639828,0.0002429657,0.00008126358,0.000566753,0.00002847536],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001811049,"about_ca_system_score_gemma":0.0006097103,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002166638,"about_ca_topic_score_gemma":0.000002256326,"domain_scores_codex":[0.9977139,0.00009635567,0.0008547154,0.0002022803,0.0006794598,0.0004532984],"domain_scores_gemma":[0.997847,0.0003770268,0.0004780176,0.0001234244,0.0007726818,0.0004018571],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.03262267,0.000376055,0.1140964,0.001669236,0.001571209,0.002685441,0.01442122,0.0004181043,0.7486711,0.002092282,0.02558012,0.05579617],"study_design_scores_gemma":[0.01643907,0.02666136,0.7599776,0.003653704,0.0005273824,0.006154847,0.005907665,0.0009754122,0.04804697,0.00168464,0.1291335,0.0008378254],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8867628,0.0005690897,0.08938263,0.02104282,0.0004621873,0.0003319037,0.00002564029,0.00004665145,0.001376266],"genre_scores_gemma":[0.8580997,0.00003028228,0.1393184,0.001493659,0.0009922971,0.000002919806,0.000005616866,0.00002722738,0.00002992863],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7006242,"threshold_uncertainty_score":0.6268947,"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."}}