{"id":"W2005470917","doi":"10.1038/ctg.2015.6","title":"Gastroenterology Fellowship Programs: The Fellows' Perspective","year":2015,"lang":"en","type":"article","venue":"Clinical and Translational Gastroenterology","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Perspective (graphical); Gastroenterology; Internal medicine; Medical education; Medical physics; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006130637,0.0001438559,0.000320365,0.00005271806,0.00008033518,0.00001602348,0.00007737784,0.0001219939,0.00002667124],"category_scores_gemma":[0.0001087371,0.00009712497,0.0001732042,0.00007785042,0.0007499221,0.00004977472,0.00003001365,0.000449842,0.00001565953],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001611153,"about_ca_system_score_gemma":0.00006759193,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004853726,"about_ca_topic_score_gemma":0.0003386512,"domain_scores_codex":[0.9985073,0.0002553943,0.0003880442,0.0003679646,0.0001872412,0.0002941098],"domain_scores_gemma":[0.9991605,0.0001270837,0.00007522784,0.0001567586,0.0002059414,0.0002744844],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02892746,0.0002352488,0.9654617,0.000006561726,0.0001390256,0.00001710232,0.0002839396,0.00001258153,0.000004778208,0.0006034282,0.0003491378,0.003958999],"study_design_scores_gemma":[0.007144969,0.02328919,0.9564018,0.00002197764,0.0002059525,0.0009367594,0.0005956459,0.001417439,0.000004186043,0.00494858,0.004955834,0.00007764628],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9702424,0.0002427521,0.003822773,0.02362419,0.0004197032,0.0003370444,0.000006176859,0.00006917887,0.001235784],"genre_scores_gemma":[0.9956594,0.00002514389,0.0009399281,0.002626432,0.0005065703,0.00003982685,0.00002504136,0.00001225364,0.0001654692],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02541693,"threshold_uncertainty_score":0.3960641,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08356829564364972,"score_gpt":0.3526423256369599,"score_spread":0.2690740299933101,"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."}}