{"id":"W2595477577","doi":"10.12927/cjnl.2016.24989","title":"When More Is Not Always Better: Choosing Nursing Interventions Wisely","year":2017,"lang":"en","type":"article","venue":"Nursing leadership","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Canadian Nurses Association","funders":"","keywords":"Pledge; Harm; Nursing; Psychological intervention; Health care; Nursing Interventions Classification; Value (mathematics); Work (physics); Medicine; Nursing care; Psychology; Political science; Social psychology; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003351677,0.0004476457,0.000651083,0.0003070649,0.006736047,0.0003283707,0.00113801,0.0006744062,0.0008020146],"category_scores_gemma":[0.003001703,0.0004834355,0.0003751976,0.0001426634,0.001049534,0.001669903,0.0000963875,0.002815188,0.001168306],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001286921,"about_ca_system_score_gemma":0.0005626972,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000889951,"about_ca_topic_score_gemma":0.0001798275,"domain_scores_codex":[0.9931499,0.002108964,0.001272293,0.0008935063,0.000795137,0.001780191],"domain_scores_gemma":[0.9944059,0.001073803,0.001501016,0.001999311,0.0004408906,0.0005791109],"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":[0.000471453,0.0009680242,0.06535052,0.004793874,0.0001771732,0.00005364203,0.3143826,0.000002206771,0.00102649,0.004416914,0.1698924,0.4384647],"study_design_scores_gemma":[0.005624105,0.0005137602,0.4831943,0.1169122,0.000921667,0.00006708447,0.2795144,0.0009717268,0.001635034,0.0304085,0.07764184,0.002595387],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.124386,0.001650918,0.002531594,0.8298334,0.006687413,0.001408309,0.00006764117,0.0005897826,0.032845],"genre_scores_gemma":[0.9574745,0.00003140753,0.004555207,0.03136087,0.00215012,0.0000799986,0.00003327863,0.0001438582,0.004170761],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8330885,"threshold_uncertainty_score":0.9997618,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9139050649229926,"score_gpt":0.605790408357512,"score_spread":0.3081146565654806,"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."}}