{"id":"W2341810913","doi":"10.25071/1705-1436.185","title":"A New Look at Shorter Hours of Work in the Communications, Energy and Paperworkers Union","year":2002,"lang":"en","type":"article","venue":"Just Labour","topic":"Sleep and Work-Related Fatigue","field":"Psychology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Overtime; Humanities; Work (physics); Work hours; Political science; Art; Sociology; Working hours; Labour economics; Economics; Engineering; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.0001887796,0.00009530632,0.0001209787,0.00006637973,0.00006377645,0.00001265827,0.0003394923,0.0001498596,0.001242652],"category_scores_gemma":[0.000009632081,0.00007176875,0.00003345964,0.0004089102,0.00008441325,0.00003491816,0.00007022322,0.0001731811,0.00004858903],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002150735,"about_ca_system_score_gemma":0.0000056356,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005788052,"about_ca_topic_score_gemma":0.0007701316,"domain_scores_codex":[0.9991086,0.0002792729,0.0001978001,0.0001441568,0.00009299299,0.0001771951],"domain_scores_gemma":[0.9989656,0.0001783235,0.00006715719,0.0007271881,0.00001513708,0.0000465563],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009688349,0.0003241539,0.3595475,0.000003781811,0.0001590987,0.00001954446,0.01901353,0.00002232469,0.00002648749,0.03755021,0.2449244,0.3383121],"study_design_scores_gemma":[0.003584639,0.0001895992,0.7226644,0.0005049116,0.000180608,0.00002983887,0.01106418,0.00003731004,0.00004537561,0.0003277321,0.2608131,0.0005583225],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9099844,0.01898821,0.0001077239,0.01081283,0.0003573358,0.0002096272,0.00000783313,0.00004575653,0.05948633],"genre_scores_gemma":[0.9938399,0.0008468268,0.0002930677,0.001046413,0.00005024137,0.00001564566,0.000007982055,0.00001372961,0.003886251],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3631169,"threshold_uncertainty_score":0.9996703,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03461488133813753,"score_gpt":0.2779992744271555,"score_spread":0.243384393089018,"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."}}