{"id":"W7148948751","doi":"10.2196/78027","title":"PERCEIVED WORK READINESS IN FINAL-YEAR ALLIED HEALTHCARE STUDENTS: CROSS-SECTIONAL QUESTIONNAIRE STUDY AT A MEDICAL UNIVERSITY IN AJMAN, UAE. (Preprint)","year":2025,"lang":"en","type":"article","venue":"Asian/Pacific Island Nursing Journal","topic":"Health and Well-being Studies","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Health care; Work (physics); Health professionals; Qualitative research; Quality (philosophy)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.0006767107,0.0002721056,0.0003450077,0.000937257,0.001085614,0.0009588398,0.0003879563,0.0006289392,0.002036612],"category_scores_gemma":[0.001308165,0.0003300895,0.0003368566,0.0008997961,0.0003166946,0.0005290858,0.0006860259,0.0009797642,0.0006491313],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004605163,"about_ca_system_score_gemma":0.0007304184,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01833331,"about_ca_topic_score_gemma":0.03831197,"domain_scores_codex":[0.9996631,0.00006061886,0.00004055531,0.00003817274,0.00006809051,0.0001295789],"domain_scores_gemma":[0.9986122,0.0001145423,0.0003122519,0.00003406233,0.0001924904,0.000734482],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002648661,0.0003838334,0.9970619,0.00001084875,0.00001243771,0.00005742279,0.001080185,0.00001070017,0.0002463324,0.000008969629,0.0001272184,0.0009737192],"study_design_scores_gemma":[0.000001612875,0.0001682925,0.9958127,0.000004940678,0.000005155426,0.0000374744,0.003787264,0.00002889973,0.00003931158,0.000002327108,0.0001093372,0.000002688732],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995711,0.00003949752,0.00001308249,0.00003928617,0.000004076509,0.00001103297,0.000111598,0.000001726074,0.000208691],"genre_scores_gemma":[0.9992571,0.00005752167,0.00003652313,0.00006513243,0.000003364512,0.00001438144,0.000136075,9.355967e-7,0.0004289504],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01833331,"threshold_uncertainty_score":0.03645319,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0223076554170969,"score_gpt":0.3762450746969093,"score_spread":0.3539374192798124,"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."}}