{"id":"W4413377369","doi":"10.2196/preprints.82416","title":"Factors Influencing Post-Occupational-Injury Employment Trajectories of Nurses Aged 50+: A Life-Story Study Protocol (Preprint)","year":2025,"lang":"en","type":"article","venue":"","topic":"Occupational Health and Safety Research","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Université du Québec à Trois-Rivières","keywords":"Preprint; Protocol (science); Gerontology; Occupational injury; Medicine; Psychology; Environmental health; Computer science; Human factors and ergonomics; Alternative medicine; Poison control; World Wide Web; Pathology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01171078,0.001246975,0.001882483,0.001887267,0.004238115,0.002559211,0.00251344,0.002503277,0.03584732],"category_scores_gemma":[0.01403416,0.002139155,0.001750287,0.001569084,0.001311884,0.002735713,0.002353854,0.003697821,0.01016061],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004794771,"about_ca_system_score_gemma":0.01623771,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008590626,"about_ca_topic_score_gemma":0.01949406,"domain_scores_codex":[0.9965864,0.001760367,0.0006675706,0.000305572,0.0002714816,0.0004086389],"domain_scores_gemma":[0.9899747,0.002577402,0.001025242,0.0009840402,0.003887822,0.001550783],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.03501229,0.04151281,0.07686851,0.06123494,0.000527337,0.006708672,0.2686758,0.004484039,0.007638876,0.0135429,0.2489259,0.2348678],"study_design_scores_gemma":[0.03002346,0.02389989,0.1720836,0.02052421,0.0004270055,0.0009936881,0.3187919,0.003172973,0.004957668,0.007204482,0.4171683,0.0007527725],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.03943487,0.0003184843,0.003013044,0.0008592884,0.0002243778,0.9414223,0.01128447,0.00005847653,0.003384608],"genre_scores_gemma":[0.008056124,0.0001759411,0.002262973,0.0002997695,0.0000214363,0.9866551,0.001287478,0.000004395262,0.001236754],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.03584732,"threshold_uncertainty_score":0.1199212,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1025072334098746,"score_gpt":0.515519153571487,"score_spread":0.4130119201616125,"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."}}