{"id":"W2795710222","doi":"10.12968/jpar.2018.10.4.163","title":"Fitness-to-practise concerns and preventative strategies","year":2018,"lang":"en","type":"article","venue":"Journal of Paramedic Practice","topic":"Medical Malpractice and Liability Issues","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Delphi method; Emergency Care Practitioner; Workforce; Combat Medical Technician; Psychology; Public relations; Process (computing); Medical education; Delphi; Political science; Medicine; Professional development; Continuing professional development","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":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00498079,0.0001566577,0.0004270051,0.0001184152,0.0003663032,0.00004542659,0.0002358408,0.0001841118,0.002198069],"category_scores_gemma":[0.04476142,0.0001159109,0.00004992649,0.0002503856,0.0003714265,0.002128987,0.0001109812,0.001525881,0.0004790767],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009810933,"about_ca_system_score_gemma":0.00128134,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002268348,"about_ca_topic_score_gemma":0.00002944802,"domain_scores_codex":[0.9959599,0.001780226,0.0009485892,0.000202148,0.0007165449,0.0003926234],"domain_scores_gemma":[0.9839689,0.01232254,0.001634622,0.0002401912,0.001248652,0.0005851577],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.008058154,0.001625916,0.01377658,0.0009110596,0.001111226,0.001106176,0.2573173,0.00001158623,0.001750173,0.02405108,0.6352338,0.05504693],"study_design_scores_gemma":[0.001190296,0.001762413,0.004519723,0.000443274,0.0002468204,0.0001863382,0.1614801,0.00002460864,0.00004746387,0.00253891,0.8274266,0.0001334998],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6854067,0.001207585,0.01405449,0.2254974,0.005233846,0.001086152,0.00001092365,0.00005405962,0.06744881],"genre_scores_gemma":[0.9708127,0.0006722984,0.01234214,0.01032827,0.004651421,0.00001999498,0.000001012898,0.00001937134,0.001152789],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.285406,"threshold_uncertainty_score":0.998714,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1025093823861339,"score_gpt":0.5511129943066011,"score_spread":0.4486036119204672,"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."}}