{"id":"W2771431288","doi":"","title":"The sleep behaviour and fatigue trends of wildland firefighters during non-fire and fire deployments","year":2017,"lang":"en","type":"dissertation","venue":"Lu Zone Ul (Laurentian University)","topic":"Occupational Health and Performance","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sleep (system call); Psychology; Aeronautics; Forensic engineering; Medicine; Engineering; Computer science","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.000135128,0.0002645035,0.0003509557,0.000238186,0.002978774,0.00002385494,0.0002991526,0.0003952659,0.0001169063],"category_scores_gemma":[0.00001597391,0.0002320168,0.00007104808,0.0001656861,0.0001084497,0.0002490128,0.00007408285,0.0006102519,0.000006114232],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009123467,"about_ca_system_score_gemma":0.0001891278,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001249934,"about_ca_topic_score_gemma":0.01903259,"domain_scores_codex":[0.9984996,0.0001092461,0.0003459385,0.0003525068,0.0002646869,0.0004280468],"domain_scores_gemma":[0.998468,0.0001109678,0.0006958523,0.0003654821,0.0001331699,0.0002264837],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00118493,0.00007404038,0.9436061,0.002222843,0.0001516956,0.0000353275,0.007606269,0.000003249149,0.00002519852,0.0001314051,0.002541985,0.04241697],"study_design_scores_gemma":[0.001803428,0.00009371559,0.9802697,0.001062776,0.0001862812,0.000001635878,0.005354673,0.0002238401,0.00003064112,0.00000777908,0.0106992,0.000266343],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9917209,0.00072701,0.000002519286,0.0001636681,0.000893541,0.0003645355,0.0001338401,0.00002704887,0.00596693],"genre_scores_gemma":[0.8989533,0.001941677,0.00002442933,0.00001876775,0.0001080689,0.000005654454,0.0007717824,0.00002799232,0.09814831],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09276759,"threshold_uncertainty_score":0.9988675,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02323760491708954,"score_gpt":0.3235405126253135,"score_spread":0.300302907708224,"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."}}