{"id":"W4406572308","doi":"10.1016/j.ccol.2020.07.018","title":"10.1016/j.ccol.2020.07.018","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Sleep and Work-Related Fatigue","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Sleep loss; Sleep (system call); Precision medicine; Medicine; Physical medicine and rehabilitation; Psychology; Computer science; Sleep deprivation; Psychiatry; Cognition","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":["insufficient_payload"],"category_scores_codex":[0.0001347789,0.0001806977,0.000190573,0.00006775324,0.00008639275,0.00002926315,0.0002786654,0.0002130931,0.9997379],"category_scores_gemma":[0.00001615868,0.0001794342,0.00008487718,0.0003331623,0.00004128864,0.00005127098,0.00002858362,0.0002440024,0.9996548],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002825426,"about_ca_system_score_gemma":0.00001396916,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005706571,"about_ca_topic_score_gemma":2.767968e-7,"domain_scores_codex":[0.9987557,0.00008282101,0.0002312773,0.0003592329,0.0001496874,0.0004212826],"domain_scores_gemma":[0.9991696,0.00007557977,0.00003231785,0.0005020515,0.0000311743,0.0001892047],"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":[0.00009849808,0.00007394518,0.000001039174,4.118042e-7,0.00005618985,0.00002221418,0.00007022832,0.00001693904,0.000003729376,0.000005757328,0.5056416,0.4940094],"study_design_scores_gemma":[0.0005653817,0.0001927,0.0001172054,0.00002905624,0.00003921109,0.0000109727,0.00000434657,0.000009076735,0.00002062765,0.000006919074,0.9987726,0.0002318877],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002151121,0.0002408229,9.304151e-7,0.0005031202,0.00001596136,0.0002444047,0.00001431568,0.0002571887,0.9965721],"genre_scores_gemma":[0.001743563,3.012083e-7,0.0000618907,0.0002009007,0.0002859152,0.00005211528,0.00002321746,0.0000451531,0.997587],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4937775,"threshold_uncertainty_score":0.7317114,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007597304716261276,"score_gpt":0.2167632138941116,"score_spread":0.2091659091778503,"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."}}