{"id":"W6894313543","doi":"10.5683/sp3/6bn2pb","title":"Firefighter Sleep Deprivation","year":2021,"lang":"en","type":"dataset","venue":"Borealis","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Sleep (system call); Sleep deprivation; Duration (music); Polysomnography; Affect (linguistics); Actigraphy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009995655,0.00138062,0.0009104477,0.001164376,0.0006105833,0.0008694449,0.001096085,0.001071053,0.0135435],"category_scores_gemma":[0.003394952,0.0003141982,0.001085125,0.001045438,0.0002660633,0.000444204,0.0008950087,0.0008655058,0.01345636],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008025989,"about_ca_system_score_gemma":0.001075517,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0239006,"about_ca_topic_score_gemma":0.04425137,"domain_scores_codex":[0.9993505,0.00009332094,0.0000821164,0.0002393041,0.0001330244,0.0001016923],"domain_scores_gemma":[0.9988752,0.0002287063,0.0001519383,0.0003457085,0.0003055237,0.00009286153],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.002009238,0.0004393261,0.04047466,0.002401053,0.0004075502,0.0003237075,0.0001773218,0.002600239,0.002621828,0.0006103329,0.8984586,0.04947611],"study_design_scores_gemma":[0.001091298,0.0008136777,0.2232371,0.00102563,0.0004368787,0.0009851103,0.0004565984,0.004939478,0.004290852,0.002300151,0.7601923,0.0002309431],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0131527,0.0004086398,0.0005902711,0.0001758715,0.0001568938,0.0001348347,0.9824948,0.0005359378,0.002349993],"genre_scores_gemma":[0.01047058,0.0001790215,0.0007352742,0.0001179055,0.00003067023,0.0003696403,0.9859037,0.00005633507,0.002136917],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.0239006,"threshold_uncertainty_score":0.04752296,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02057399982316376,"score_gpt":0.2671099368950688,"score_spread":0.2465359370719051,"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."}}