{"id":"W2784136405","doi":"10.1111/jnu.12371","title":"Nurses’ Perceptions on the Overuse of Health Services: A Qualitative Study","year":2018,"lang":"en","type":"article","venue":"Journal of Nursing Scholarship","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; University of Toronto","funders":"","keywords":"Medicine; Psychological intervention; Qualitative research; Context (archaeology); Nursing; Health care; Relevance (law); Family medicine; Perception; MEDLINE; Population; Psychology; Environmental health","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":["metaresearch","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.02978309,0.0002374521,0.0007005325,0.0003636428,0.001903288,0.00005120335,0.0007080932,0.0001938138,0.0004076054],"category_scores_gemma":[0.003006767,0.0001598483,0.0001710428,0.0006610237,0.0003664038,0.000938577,0.00004570161,0.003064843,0.0002269617],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009666035,"about_ca_system_score_gemma":0.001457547,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003765645,"about_ca_topic_score_gemma":0.000305679,"domain_scores_codex":[0.9679203,0.02766618,0.002243631,0.0002643457,0.001275184,0.0006303234],"domain_scores_gemma":[0.9877365,0.005277777,0.003835659,0.0006979482,0.00211458,0.0003375642],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0006969321,0.002223112,0.04191338,0.0002562148,0.0001307472,0.000005429079,0.9429491,0.000001031191,0.0002425449,0.003574656,0.002097719,0.005909115],"study_design_scores_gemma":[0.0009538102,0.003196925,0.2888869,0.00534562,0.00006870108,0.00001386283,0.6955181,0.000003765378,0.00001501751,0.004831877,0.001050738,0.0001146745],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9599612,0.000263068,0.00007336427,0.03463546,0.00243632,0.00106153,0.00002124309,0.00002916962,0.00151867],"genre_scores_gemma":[0.9889849,0.00003965499,0.0005541505,0.009214024,0.0009627173,0.0000142197,0.000001580275,0.00004291369,0.0001858201],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2474311,"threshold_uncertainty_score":0.9993961,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7491146248388285,"score_gpt":0.664348254288074,"score_spread":0.08476637055075453,"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."}}