{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004235785,0.0001231724,0.0004312744,0.00004112072,0.0005765705,0.000002777466,0.00008679587,0.00007497203,0.0000388689],"category_scores_gemma":[0.0001922963,0.00008650175,0.00004081127,0.00008827869,0.00003416114,0.00008072847,0.00002283512,0.000253955,0.00008187154],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005450584,"about_ca_system_score_gemma":0.001200595,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004214363,"about_ca_topic_score_gemma":0.0006535133,"domain_scores_codex":[0.9963139,0.002026529,0.00103793,0.0002074558,0.0000591113,0.0003550196],"domain_scores_gemma":[0.9978768,0.000710026,0.0009043701,0.0002977866,0.00005298066,0.0001580969],"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":[0.00007625939,0.00005011255,0.0451672,0.02898698,0.0000188287,4.996596e-8,0.0008074866,1.57735e-7,5.938654e-7,0.01141526,0.006445318,0.9070318],"study_design_scores_gemma":[0.002065938,0.004462768,0.1544321,0.01991655,0.000095765,0.00001697676,0.0006035204,0.0004785225,0.00008947816,0.001173537,0.8162426,0.0004222759],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.6722481,0.2919606,0.00006880114,0.004710002,0.002957565,0.01303217,0.00003243519,0.00007656118,0.01491378],"genre_scores_gemma":[0.3805428,0.6139504,0.00009900372,0.003876086,0.0001752089,0.001039695,0.00006024234,0.00003158747,0.0002249977],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9066095,"threshold_uncertainty_score":0.4434572,"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."}}