{"id":"W2345174767","doi":"10.12927/cjnl.2016.24558","title":"The Case for Standardized Data in Nursing","year":2016,"lang":"en","type":"article","venue":"Nursing leadership","topic":"Nursing Diagnosis and Documentation","field":"Nursing","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Mental Health Association","funders":"","keywords":"Nursing; Psychology; Nursing research; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.6595299,0.002007533,0.004599636,0.01565048,0.009079,0.04230697,0.01426062,0.02907115,0.008524387],"category_scores_gemma":[0.7419928,0.003587364,0.00524267,0.01738163,0.08092646,0.1134958,0.04239433,0.06147662,0.003244],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02361915,"about_ca_system_score_gemma":0.06830295,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01777834,"about_ca_topic_score_gemma":0.008398523,"domain_scores_codex":[0.3127812,0.5341498,0.04960716,0.02446113,0.07149958,0.007501069],"domain_scores_gemma":[0.09795041,0.6510192,0.02658209,0.1552642,0.05707655,0.01210748],"domain_codex":"methods","domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002111143,0.0001053391,0.00486101,0.002756865,0.0002215381,0.0004467784,0.01329497,0.0005166327,0.000161059,0.7892423,0.07933631,0.1088461],"study_design_scores_gemma":[0.000136045,0.0001283342,0.002191659,0.01282005,0.00008242376,0.0006913773,0.007021297,0.0007177815,0.0003567197,0.5548954,0.4207256,0.0002333627],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.002027024,0.02214463,0.0595469,0.8852926,0.009636429,0.000471774,0.0006413484,0.0003125292,0.01992676],"genre_scores_gemma":[0.1527655,0.03693184,0.3669226,0.3927634,0.03352981,0.006884211,0.002013875,0.001284001,0.006904755],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6595299,"threshold_uncertainty_score":0.4198604,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2219909247019634,"score_gpt":0.3994289354337497,"score_spread":0.1774380107317863,"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."}}