{"id":"W2973819021","doi":"10.1097/nne.0000000000000361","title":"Deconstructing Clinical Workflow","year":2017,"lang":"en","type":"article","venue":"Nurse Educator","topic":"Nursing Diagnosis and Documentation","field":"Nursing","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Professional Engineers Ontario; Western University","funders":"","keywords":"Workflow; Curriculum; Administration (probate law); Medical education; Medicine; Nursing; Psychology; Computer science; Pedagogy; Political science","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":[0.000364893,0.0001253119,0.0002050499,0.00005088525,0.00075133,0.0004253236,0.0003136839,0.0001024051,0.0003636173],"category_scores_gemma":[0.0006802694,0.0001248815,0.000126855,0.00003428865,0.0002330349,0.0003779155,0.00001633316,0.0002011914,0.0004062143],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007037993,"about_ca_system_score_gemma":0.00005343798,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007551176,"about_ca_topic_score_gemma":0.00001897717,"domain_scores_codex":[0.9988402,0.00006745623,0.0003385749,0.000316355,0.0001504369,0.0002869828],"domain_scores_gemma":[0.9986218,0.0001697881,0.0003023079,0.0006813861,0.00005033158,0.0001743521],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004373671,0.0001726485,0.5486781,0.000005361881,0.000009641359,0.000001514819,0.0003216742,2.143372e-7,0.00006510486,0.000287756,0.05633553,0.3940787],"study_design_scores_gemma":[0.001234291,0.0001783499,0.9312596,0.0002598575,0.00009839166,0.00002128948,0.001740417,0.00004296706,0.004037149,0.003772816,0.05700035,0.000354475],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.943136,0.00009616624,0.000008529385,0.00871239,0.03711464,0.0001483816,0.000002244982,0.00007463799,0.01070699],"genre_scores_gemma":[0.9913227,0.000004507647,0.004889722,0.0006815516,0.002703577,0.00001646237,0.000004937741,0.00002792179,0.0003485963],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3937242,"threshold_uncertainty_score":0.5778699,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04559715523269232,"score_gpt":0.4361962338599293,"score_spread":0.390599078627237,"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."}}