{"id":"W4412492211","doi":"10.1111/jan.70088","title":"Understanding Nurses' Needs Regarding Tailored, Evidence‐Based Sleep Education and Training","year":2025,"lang":"en","type":"article","venue":"Journal of Advanced Nursing","topic":"Sleep and Work-Related Fatigue","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Provincial Health Services Authority","funders":"National Institute for Occupational Safety and Health","keywords":"Content analysis; Focus group; Schema (genetic algorithms); Qualitative research; Data collection; Psychology; Nursing; Sleep (system call); Medical education; Applied psychology; Medicine; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02222185,0.0002341077,0.0004096919,0.0007971351,0.002302586,0.00457639,0.001373751,0.00313831,0.002696483],"category_scores_gemma":[0.06437717,0.0004433797,0.0003582158,0.0006963435,0.001907517,0.005078071,0.003146087,0.002446471,0.0004064456],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004397797,"about_ca_system_score_gemma":0.01772141,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007960655,"about_ca_topic_score_gemma":0.01744491,"domain_scores_codex":[0.988479,0.007261957,0.0008565056,0.0003849984,0.001910185,0.001107341],"domain_scores_gemma":[0.9583914,0.02992584,0.003319973,0.0005544191,0.004906363,0.002902085],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002351223,0.0004946048,0.04755638,0.007913216,0.0000756826,0.002033507,0.6840649,0.0005283626,0.00374085,0.005062903,0.01388679,0.2344078],"study_design_scores_gemma":[0.00004336647,0.0002915359,0.03200407,0.007097509,0.00006403089,0.001118509,0.8970409,0.0007887002,0.0007027372,0.007180197,0.0535954,0.00007306576],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8054574,0.01352009,0.006522817,0.1499217,0.0006384593,0.0004403892,0.0002677664,0.00008089429,0.02315054],"genre_scores_gemma":[0.9702052,0.007671259,0.009871975,0.009558017,0.00008641066,0.0005523906,0.0001224876,0.00002225489,0.00190998],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02222185,"threshold_uncertainty_score":0.1175218,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1112432330619195,"score_gpt":0.3879444891996886,"score_spread":0.2767012561377691,"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."}}