{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001572698,0.0001204647,0.0002852741,0.0003912069,0.0009376014,0.00002088888,0.0001401876,0.00007303852,0.0000198021],"category_scores_gemma":[0.001367141,0.0001075922,0.00002360506,0.0004613492,0.00005723053,0.0004732962,0.00003545527,0.0006697635,0.00000223779],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005560837,"about_ca_system_score_gemma":0.001894079,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000192805,"about_ca_topic_score_gemma":0.00002988634,"domain_scores_codex":[0.9975228,0.001052202,0.0007124227,0.0001228722,0.0003486568,0.0002410837],"domain_scores_gemma":[0.995941,0.0005365065,0.001051986,0.0002389587,0.001943222,0.0002882555],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.002332811,0.01253273,0.01060298,0.0003009926,0.00004297108,0.000001581972,0.8195596,0.000001623929,0.0002273266,0.0001322159,0.004521361,0.1497438],"study_design_scores_gemma":[0.001099872,0.003655988,0.1642414,0.004783036,0.0005983674,0.000460382,0.8133207,0.00005483513,0.00001126366,0.00008286153,0.01150224,0.000189062],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9656243,0.002496545,0.001117019,0.005673344,0.003297861,0.001969631,0.000004264624,0.00001420026,0.01980288],"genre_scores_gemma":[0.9495407,0.00005638054,0.04793341,0.001581251,0.000785331,0.00002150396,0.000002501129,0.00001653525,0.00006234004],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1536384,"threshold_uncertainty_score":0.7211366,"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."}}