{"id":"W4408779487","doi":"10.32920/28651892","title":"Professional Practice in Nursing: Part I","year":2025,"lang":"en","type":"preprint","venue":"","topic":"Nursing Education, Practice, and Leadership","field":"Nursing","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Nursing; Nursing practice; Psychology; Medicine; Medical education","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001301629,0.0004891682,0.000414567,0.001220991,0.001660437,0.004006945,0.000547444,0.001446743,0.03632779],"category_scores_gemma":[0.002638461,0.0002488915,0.0002800897,0.002499257,0.002255997,0.001534891,0.001825418,0.00105062,0.009362699],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003923796,"about_ca_system_score_gemma":0.005909564,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01732247,"about_ca_topic_score_gemma":0.01838526,"domain_scores_codex":[0.998843,0.0002711606,0.00007604319,0.0001272483,0.0005327494,0.0001498137],"domain_scores_gemma":[0.9984175,0.0003559405,0.0001165977,0.0001258812,0.0004623482,0.000521671],"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":[0.00003417218,0.00042254,0.004360001,0.001101235,0.000007054086,0.0002450642,0.01506333,0.0004556303,0.001897506,0.08153251,0.260822,0.634059],"study_design_scores_gemma":[0.000006574986,0.00009179242,0.02445418,0.00108998,0.000003838647,0.0005942,0.006022337,0.0001971522,0.0003471842,0.0134861,0.9536933,0.00001345094],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01894887,0.03606213,0.007208412,0.01110481,0.004539344,0.000989276,0.0006054718,0.0001661904,0.9203756],"genre_scores_gemma":[0.3114688,0.07482467,0.01494447,0.005758109,0.003061334,0.002083734,0.002655192,0.0002224005,0.5849813],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03632779,"threshold_uncertainty_score":0.1215285,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04682233879268878,"score_gpt":0.4157377978124896,"score_spread":0.3689154590198008,"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."}}