{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03375282,0.0008209958,0.0005702524,0.003314224,0.003538693,0.01724849,0.002496581,0.002365522,0.002190647],"category_scores_gemma":[0.07191527,0.0009576073,0.00122821,0.00279977,0.01664203,0.01424589,0.009412806,0.004982331,0.001028883],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005233331,"about_ca_system_score_gemma":0.02205877,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009621436,"about_ca_topic_score_gemma":0.009422171,"domain_scores_codex":[0.9680492,0.02163626,0.002145926,0.002435831,0.004044541,0.001688331],"domain_scores_gemma":[0.9300433,0.03823959,0.004847696,0.0174446,0.007394275,0.002030548],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000169124,0.0001761277,0.01415252,0.0008528318,0.0000706714,0.0005294904,0.08623467,0.01797855,0.003963875,0.4602164,0.006292776,0.409363],"study_design_scores_gemma":[0.00009220337,0.0003101745,0.006262254,0.002185751,0.00008729222,0.001185418,0.05561474,0.04984131,0.004876421,0.7153821,0.1639954,0.0001669075],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1127647,0.003782879,0.8175428,0.03431326,0.0007586671,0.0004103223,0.0001701083,0.001549353,0.02870787],"genre_scores_gemma":[0.4701522,0.003137162,0.5177675,0.002681563,0.0002222103,0.0004033273,0.0003475705,0.0004733308,0.00481512],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03375282,"threshold_uncertainty_score":0.178504,"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."}}