{"id":"W2157955891","doi":"10.1186/2191-1991-1-8","title":"The effect of seniority and education on departmental dictation utilization","year":2011,"lang":"en","type":"article","venue":"Health Economics Review","topic":"Electronic Health Records Systems","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre","funders":"","keywords":"Dictation; Psychological intervention; Medicine; Transcription (linguistics); Seniority; Nursing; Computer science; Speech recognition; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005031187,0.0003339862,0.000344737,0.0006074501,0.0003684873,0.0006858988,0.0006574876,0.0003489855,0.003254249],"category_scores_gemma":[0.03535729,0.0001670011,0.0005862463,0.0004861773,0.0004621809,0.0006029584,0.0008031249,0.0007055068,0.0002715823],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001134987,"about_ca_system_score_gemma":0.001505916,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002511165,"about_ca_topic_score_gemma":0.003593129,"domain_scores_codex":[0.9958156,0.001978538,0.0004013431,0.0003598391,0.0007754889,0.000669167],"domain_scores_gemma":[0.9389348,0.03257367,0.01556777,0.001283794,0.003732805,0.007907139],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005888551,0.002939825,0.8928768,0.0001798087,0.0002153683,0.0001382026,0.001390578,0.0008682428,0.001455688,0.00008678926,0.0007601345,0.09319998],"study_design_scores_gemma":[0.00004081327,0.004116238,0.993795,0.00002955808,0.00006587892,0.00006312084,0.0004052506,0.0004854018,0.0006611782,0.00002979722,0.0002991503,0.000008564265],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989396,0.0002080708,0.0001154226,0.0001266049,0.00001198682,0.00001747877,0.00004562708,0.000008105569,0.0005271382],"genre_scores_gemma":[0.9992992,0.00007083131,0.0002098152,0.0000472479,0.00001487565,0.00002145823,0.0000630313,0.000003578951,0.0002701016],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005031187,"threshold_uncertainty_score":0.02660775,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1334029106898647,"score_gpt":0.4782729151921197,"score_spread":0.344870004502255,"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."}}