{"id":"W2294487257","doi":"10.3233/978-1-61499-432-9-1080","title":"Discovering Health Knowledge in the BC Nurse Practitioners Encounter Codes","year":2014,"lang":"en","type":"article","venue":"Studies in health technology and informatics","topic":"Nursing Roles and Practices","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Christian ministry; Health care; Nurse practitioners; Nursing; Practice nurse; Clinical Practice; Medicine; Computer science; Family medicine; Primary care; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001584219,0.0001711923,0.0002851227,0.007940187,0.0009373011,0.001849379,0.0004974339,0.0004483859,0.0009432363],"category_scores_gemma":[0.0200656,0.0001616685,0.0002615028,0.01045346,0.0006303948,0.0007780374,0.001385521,0.0005504196,0.0002671752],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00356451,"about_ca_system_score_gemma":0.006213276,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2166989,"about_ca_topic_score_gemma":0.2709976,"domain_scores_codex":[0.9972554,0.0006092254,0.0003979802,0.000455756,0.000988564,0.0002931661],"domain_scores_gemma":[0.9845504,0.008896172,0.002494813,0.0007970838,0.002854059,0.0004075694],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001543708,0.0001682542,0.8058015,0.0006266063,0.00008865252,0.000986328,0.02256255,0.001177674,0.003029583,0.001957724,0.004412472,0.1590343],"study_design_scores_gemma":[0.00002322276,0.00008840425,0.9019277,0.0007553562,0.0001028488,0.00106095,0.02457654,0.0109715,0.003283426,0.003015587,0.05414345,0.00005104471],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9720631,0.001146227,0.006972189,0.0008583855,0.00002198328,0.0002146246,0.01051833,0.00005003259,0.008155063],"genre_scores_gemma":[0.9612017,0.0008797018,0.02137808,0.0002722844,0.00001987149,0.0001873292,0.01410158,0.00002015497,0.001939461],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2166989,"threshold_uncertainty_score":0.4308752,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06592988850167673,"score_gpt":0.4872151318826318,"score_spread":0.421285243380955,"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."}}