{"id":"W2110993013","doi":"10.1111/2047-3095.12068","title":"Nursing Diagnoses in Inpatient Psychiatry","year":2014,"lang":"en","type":"article","venue":"International Journal of Nursing Knowledge","topic":"Nursing Diagnosis and Documentation","field":"Nursing","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"WiLAN (Canada)","funders":"","keywords":"Medical diagnosis; Nursing diagnosis; Medicine; Nursing; Nursing Outcomes Classification; Psychiatric diagnosis; MEDLINE; Psychiatry; Nursing care; Family medicine; Nursing research; Team nursing; Pathology","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":[0.000510534,0.0001868737,0.000292894,0.0007788337,0.00007325547,0.0001469706,0.0004419878,0.00009365609,0.00004803193],"category_scores_gemma":[0.0003286155,0.0001832741,0.0001686777,0.0002552163,0.000137285,0.000525712,0.00001247685,0.0003221181,0.00003538844],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001090707,"about_ca_system_score_gemma":0.00007856259,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007763097,"about_ca_topic_score_gemma":0.00001448266,"domain_scores_codex":[0.9979518,0.0002121187,0.0008215457,0.0002051181,0.0005375383,0.0002718453],"domain_scores_gemma":[0.9984248,0.0003014608,0.0005207987,0.0001388909,0.0004950224,0.0001190702],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0006930882,0.00440687,0.06857351,0.00001475197,0.0000461955,0.00001094967,0.007694421,0.00034948,0.000947594,0.005729451,0.02919719,0.8823365],"study_design_scores_gemma":[0.01442523,0.003978709,0.715543,0.03556861,0.0003465529,0.001107815,0.003396371,0.005759424,0.01734271,0.1632456,0.03792904,0.00135691],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9128858,0.001892673,0.002377187,0.01527725,0.05190679,0.0001624693,0.000003579885,0.00004146184,0.01545273],"genre_scores_gemma":[0.9946544,0.00003241898,0.00283758,0.000397018,0.002004757,0.00000340615,0.000007181428,0.00003256384,0.00003063687],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8809796,"threshold_uncertainty_score":0.7473701,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01894962214513196,"score_gpt":0.3755656608199336,"score_spread":0.3566160386748016,"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."}}