{"id":"W2954255863","doi":"10.7861/futurehosp.6-1-s197","title":"Building an island in the storm: enhancing the junior doctor experience","year":2019,"lang":"en","type":"article","venue":"Future Healthcare Journal","topic":"Innovations in Medical Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal College of Physicians and Surgeons of Canada","funders":"","keywords":"Storm; History; Meteorology; Geography","routes":{"ca_aff":true,"ca_fund":false,"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":[0.001917171,0.0001060927,0.0001639926,0.0001353113,0.0003336813,0.00006384659,0.0002874208,0.0001115679,0.0002492759],"category_scores_gemma":[0.0002438022,0.00005310145,0.00003977357,0.000561743,0.00004369778,0.0001981274,0.00001616714,0.00153168,0.00001791121],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002487512,"about_ca_system_score_gemma":0.0004606203,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009933627,"about_ca_topic_score_gemma":0.0003382213,"domain_scores_codex":[0.9982808,0.0002390584,0.0004301603,0.0001526677,0.000590727,0.00030658],"domain_scores_gemma":[0.9990656,0.00006734047,0.0001611202,0.0003810276,0.0002404884,0.00008437239],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004305472,0.0005819151,0.2176369,0.0005897834,0.0000520981,0.0001652107,0.3881924,0.00002807558,0.008494841,0.02376114,0.07017401,0.2898931],"study_design_scores_gemma":[0.001417874,0.000718201,0.3689249,0.0006840711,0.00002491799,0.003677816,0.1682474,0.0003239443,0.0002860285,0.0006129796,0.4548576,0.0002243744],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8968152,0.0004793008,0.0004022185,0.09808903,0.003707816,0.0003590535,7.762042e-7,0.00001127155,0.0001353112],"genre_scores_gemma":[0.9754477,0.0001052976,0.002653747,0.01533088,0.006285867,0.00002080865,0.000004834021,0.00001332193,0.0001375327],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3846836,"threshold_uncertainty_score":0.6654473,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0185010989658784,"score_gpt":0.3826768575680466,"score_spread":0.3641757586021682,"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."}}