{"id":"W4409795022","doi":"10.61091/jcmcc127b-424","title":"A study on the differences in burnout between 24/7 caregivers and shift-based caregivers based on computational analysis of multidimensional data","year":2025,"lang":"en","type":"article","venue":"Journal of Combinatorial Mathematics and Combinatorial Computing","topic":"Healthcare Education and Workforce Issues","field":"Nursing","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Burnout; Psychology; Computer science; Clinical psychology","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":[0.004053961,0.0004066035,0.0005530257,0.004064884,0.0009928491,0.001502685,0.0003961254,0.0003617992,0.0007271706],"category_scores_gemma":[0.01680884,0.0002360795,0.001660788,0.003529109,0.0004867191,0.001127631,0.0008539598,0.0007783915,0.00014495],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007158915,"about_ca_system_score_gemma":0.0008934231,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00597566,"about_ca_topic_score_gemma":0.004669759,"domain_scores_codex":[0.9977061,0.0009951872,0.0003440616,0.0003862778,0.0003927335,0.0001756172],"domain_scores_gemma":[0.9888245,0.008101232,0.0007908411,0.00074052,0.001157268,0.000385552],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004716326,0.0005151021,0.8835464,0.0002971249,0.0006349302,0.0003700429,0.004292991,0.005340846,0.001979848,0.001303078,0.001635816,0.09961221],"study_design_scores_gemma":[0.00003554839,0.00040895,0.833021,0.000149201,0.0002486248,0.0003640127,0.01163418,0.1488524,0.001521235,0.001886249,0.001791574,0.00008706869],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9808546,0.0001986353,0.01742917,0.000176789,0.00003712565,0.00009995469,0.0006515838,0.00007201204,0.0004801303],"genre_scores_gemma":[0.9846235,0.0001254651,0.01375099,0.00001986235,0.000008755679,0.0001185618,0.001182499,0.00000905504,0.0001613234],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00597566,"threshold_uncertainty_score":0.02143967,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04891703622684728,"score_gpt":0.3414287148739432,"score_spread":0.2925116786470959,"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."}}