{"id":"W7028373344","doi":"","title":"ERIC ED464028: Teacher Workload and Stress: An International Perspective on Human Costs and Systemic Failure. BCTF Research Report.","year":2001,"lang":"en","type":"other","venue":"Bulletin of Miscellaneous Information (Royal Gardens Kew)","topic":"Biomedical and Chemical Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Workload; Perspective (graphical); Action (physics); Work (physics); Collective bargaining; Professional development; Stress (linguistics)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0005713959,0.0002673506,0.0004297596,0.0002280143,0.00008857314,0.00007376831,0.0002283183,0.0005544458,0.1431471],"category_scores_gemma":[0.0005869917,0.000222695,0.00006780195,0.00002334956,0.0005439018,5.34767e-7,0.0001565475,0.0009482024,0.0007448103],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002562939,"about_ca_system_score_gemma":0.00005437866,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006326883,"about_ca_topic_score_gemma":0.0006533252,"domain_scores_codex":[0.997389,0.0001184158,0.0005159623,0.000390227,0.001221026,0.0003653285],"domain_scores_gemma":[0.9983753,0.000139654,0.0002522536,0.000383588,0.0004537292,0.0003954861],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002013689,0.0001816594,0.0001247693,0.0005355541,0.0001233584,0.0003025868,0.0001528295,3.715937e-7,0.00001858319,0.0000735299,0.9948714,0.003413932],"study_design_scores_gemma":[0.0009561627,0.0004825866,0.0001246198,0.002343581,0.00003610358,0.0009484293,0.001535805,0.000007968934,0.0000223628,0.000018278,0.9933254,0.0001987193],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003980061,0.0008190213,1.313529e-7,0.001057425,0.00007278838,0.0005693997,0.00007388677,0.00008151661,0.9933458],"genre_scores_gemma":[0.0147464,0.001290437,0.000169518,0.0001087752,0.0004757232,0.00002850497,0.0002781302,0.00008007272,0.9828224],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1424022,"threshold_uncertainty_score":0.9573277,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02184450843670379,"score_gpt":0.3041782754958172,"score_spread":0.2823337670591134,"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."}}