{"id":"W2908120664","doi":"10.5430/jnep.v9n5p14","title":"Using a behavior analytics approach to change nursing care of extremely premature infants: A pilot study","year":2018,"lang":"en","type":"article","venue":"Journal of Nursing Education and Practice","topic":"Community Health and Development","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Neonatal intensive care unit; Intervention (counseling); Nursing; Analytics; Medicine; Neonatal nursing; Psychology; Pediatrics; Computer science; Data science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.00646447,0.0006600394,0.0007233832,0.0006893586,0.001093138,0.0009519513,0.001090386,0.0009119305,0.002004085],"category_scores_gemma":[0.01284439,0.0004254391,0.0007407421,0.0003979002,0.0008072078,0.0009270726,0.001200969,0.001615201,0.00045146],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000818399,"about_ca_system_score_gemma":0.003345246,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00291263,"about_ca_topic_score_gemma":0.004850634,"domain_scores_codex":[0.9966543,0.002139864,0.0002025433,0.000268359,0.0003851676,0.0003496779],"domain_scores_gemma":[0.9907968,0.005115862,0.000551336,0.0008811685,0.001376519,0.001278303],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.007148314,0.3827929,0.07906193,0.002624393,0.0004173802,0.001304831,0.05109503,0.003512174,0.01693066,0.001074091,0.002929949,0.4511085],"study_design_scores_gemma":[0.01051861,0.5801061,0.3037588,0.0008875825,0.0008138532,0.0006395377,0.04962501,0.0169384,0.01901626,0.002131376,0.01525811,0.0003063687],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943487,0.00003846555,0.001724008,0.0001785066,0.0000273755,0.00294388,0.00007614183,0.00005339425,0.0006095301],"genre_scores_gemma":[0.9636272,0.0002919447,0.02318837,0.0003250201,0.00005127408,0.01115992,0.0001555538,0.00002472138,0.001176027],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00646447,"threshold_uncertainty_score":0.03418779,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5626095271786301,"score_gpt":0.6033801715997226,"score_spread":0.04077064442109246,"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."}}