{"id":"W3216957521","doi":"10.1051/e3sconf/202131902026","title":"Validation of Academic burnout scale among Moroccan trainee teachers","year":2021,"lang":"en","type":"article","venue":"E3S Web of Conferences","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Agence Universitaire de la Francophonie","keywords":"Burnout; Exploratory factor analysis; Scale (ratio); Psychology; Reliability (semiconductor); Descriptive statistics; Medical education; Sample (material); Clinical psychology; Psychometrics; Applied psychology; Medicine; Geography; Statistics; Cartography; Mathematics","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009376399,0.0001677217,0.0005333029,0.0001264857,0.0002364699,0.000004942859,0.0002717486,0.0004260359,0.002491524],"category_scores_gemma":[0.0004685327,0.0001372577,0.0001037704,0.0002772011,0.0002035312,0.0001632218,0.0001061222,0.0009145536,0.00002134195],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003926915,"about_ca_system_score_gemma":0.005223896,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009565144,"about_ca_topic_score_gemma":0.0004192474,"domain_scores_codex":[0.9969821,0.0007855404,0.00104628,0.000289316,0.0004841271,0.0004126323],"domain_scores_gemma":[0.997624,0.0006251867,0.0006396673,0.0002805281,0.0006485117,0.0001821373],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002987393,0.00007257979,0.9534987,0.0005829347,0.00003988961,0.000002753273,0.00711619,0.0000075465,0.01325458,0.003865681,0.001366832,0.02016247],"study_design_scores_gemma":[0.002209455,0.0002190815,0.8141631,0.01194246,0.0001104461,0.000002401464,0.07113504,0.000677653,0.07601035,0.005895127,0.01707321,0.0005616163],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9627603,0.001330037,0.00008921423,0.002740398,0.00063573,0.0003437043,0.0000729875,0.00004263525,0.03198499],"genre_scores_gemma":[0.9956622,0.0007603935,0.0002564266,0.0001756813,0.0002320487,0.00005486043,0.00007161839,0.00001479574,0.002771996],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1393355,"threshold_uncertainty_score":0.9984204,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0738534164886559,"score_gpt":0.4173693325726416,"score_spread":0.3435159160839857,"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."}}