{"id":"W1965810994","doi":"10.1071/ah13015","title":"Victorian junior doctors’ perception of their competency and training needs in healthcare management","year":2013,"lang":"en","type":"article","venue":"Australian Health Review","topic":"Innovations in Medical Education","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Likert scale; Medicine; Perception; Health care; Medical education; Skills management; Family medicine; Psychological intervention; Nursing; Metropolitan area; Psychology","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":[0.0008838529,0.0001291713,0.000503712,0.0002464858,0.00004918284,0.000006234104,0.0000706736,0.00006438579,0.0004173759],"category_scores_gemma":[0.00006039405,0.0001055567,0.00003898074,0.0008482547,0.00006711818,0.00009071392,0.00001644208,0.0002709524,0.00002761886],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002040382,"about_ca_system_score_gemma":0.0001784106,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005783403,"about_ca_topic_score_gemma":0.00001715543,"domain_scores_codex":[0.9983553,0.0001059257,0.0008538337,0.0001792191,0.0002093006,0.0002964479],"domain_scores_gemma":[0.9992155,0.00001891345,0.0002123064,0.0002719078,0.0001298171,0.0001515715],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.000004906017,0.0001213416,0.01716414,0.04317896,0.0000194003,0.000001633992,0.004048579,7.13144e-8,0.00002878479,0.01043506,0.01266238,0.9123347],"study_design_scores_gemma":[0.0008166,0.0004314248,0.7622991,0.02845536,0.00004348496,0.00004697671,0.006196157,0.00001615873,0.00000270697,0.0005858734,0.2009227,0.0001834677],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.4569614,0.0214089,0.00005753598,0.5131504,0.0009013368,0.006293459,0.000007881988,0.00006955914,0.001149517],"genre_scores_gemma":[0.9063777,0.06687178,0.008339548,0.01750586,0.000157271,0.0002261294,0.0001124263,0.00002000127,0.0003892466],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9121513,"threshold_uncertainty_score":0.4569974,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07309878846559097,"score_gpt":0.3973496413534267,"score_spread":0.3242508528878357,"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."}}