{"id":"W2077462197","doi":"10.1192/apt.bp.113.011478","title":"METIS: a Swedish programme to boost recruitment in psychiatry","year":2014,"lang":"en","type":"article","venue":"Advances in Psychiatric Treatment","topic":"Psychiatric care and mental health services","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Metis; Competence (human resources); Psychiatry; Medicine; Psychology; Medical education; Social psychology; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005464042,0.0005525965,0.0006808499,0.0008816501,0.0001121024,0.00003435556,0.0004347771,0.0001683559,0.0002529467],"category_scores_gemma":[0.000007964397,0.0004875374,0.00019581,0.002064716,0.00003908654,0.0002357109,0.0000602171,0.0002460557,0.0005970747],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008364311,"about_ca_system_score_gemma":0.0001528181,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003532448,"about_ca_topic_score_gemma":0.05863899,"domain_scores_codex":[0.9955757,0.0002821909,0.001075391,0.001214686,0.0003583117,0.001493741],"domain_scores_gemma":[0.9981388,0.0001660833,0.0002525266,0.0009128461,0.00003190884,0.0004977982],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007872132,0.004731169,0.2433548,0.000133129,0.00005871502,0.00002938012,0.005000484,0.00007212061,0.000001267225,0.0133951,0.0019384,0.7304982],"study_design_scores_gemma":[0.01152592,0.00650315,0.1287948,0.000209014,0.0001045889,0.00006586913,0.007640317,0.00002521872,0.00001115081,0.01088102,0.8332691,0.0009697995],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7330153,0.09133839,0.0004160697,0.007733216,0.03525068,0.009822981,0.00007864606,0.0004217307,0.121923],"genre_scores_gemma":[0.9589453,0.002916364,0.02199915,0.004648131,0.001317068,0.008604333,0.00007626857,0.0001141353,0.001379246],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8313307,"threshold_uncertainty_score":0.9997576,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0347370977925539,"score_gpt":0.3929053011877621,"score_spread":0.3581682033952082,"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."}}