{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002117435,0.0002620156,0.0004765182,0.0006537049,0.0007631121,0.0001004832,0.0004819336,0.0003318796,0.0003638139],"category_scores_gemma":[0.0002243526,0.000260613,0.0001039333,0.0008697071,0.0002324274,0.0001226566,0.00009583463,0.001435144,0.00008406351],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00158071,"about_ca_system_score_gemma":0.000399808,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003779121,"about_ca_topic_score_gemma":0.002700654,"domain_scores_codex":[0.9961361,0.00106473,0.000767777,0.0006174831,0.0006809551,0.0007329051],"domain_scores_gemma":[0.9989135,0.0001633462,0.000185972,0.0003217289,0.000172417,0.0002429974],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001941398,0.001294959,0.9603306,0.00003414899,0.00008631728,0.0007976194,0.02272751,0.00002316048,7.087991e-7,0.0003774703,0.003991009,0.00839507],"study_design_scores_gemma":[0.005363508,0.0002286508,0.9719024,0.001462415,0.00001654339,0.0001508448,0.01912492,0.000008755123,2.176256e-7,0.0004677335,0.001078825,0.0001952186],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9720743,0.000457464,0.0001784241,0.007451766,0.002683301,0.0005079659,0.000005540564,0.00004999777,0.01659128],"genre_scores_gemma":[0.9935136,0.0001468539,0.00002919248,0.0001677157,0.0002401179,0.00001121348,0.000006847475,0.00001782715,0.005866633],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02143934,"threshold_uncertainty_score":0.9999846,"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."}}