{"id":"W7039739743","doi":"","title":"Modelling the Effects of Demographics and Lifestyle on Cognitive Performance","year":2023,"lang":"en","type":"other","venue":"York University Digital Library (York University)","topic":"Various Academic Research Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Cognition; Effects of sleep deprivation on cognitive performance; Structural equation modeling; Demographics; Latent variable model; Latent variable; Elementary cognitive task; Work (physics)","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00008524252,0.0002633009,0.0003355317,0.0008528286,0.0007837823,0.000101842,0.0008315077,0.0003821806,0.00003677967],"category_scores_gemma":[0.0001036091,0.0002570499,0.0001522908,0.001763468,0.001571959,0.0007893689,0.0005657341,0.0005715202,0.00004561722],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007007186,"about_ca_system_score_gemma":0.0002748677,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006494903,"about_ca_topic_score_gemma":0.0001515302,"domain_scores_codex":[0.9983335,0.0002091875,0.00009414679,0.0004239775,0.000496067,0.0004431665],"domain_scores_gemma":[0.9978498,0.001516685,0.0001997647,0.0001994626,0.00003421942,0.0002000431],"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":[0.0009546541,0.0004401244,0.09546512,0.002070616,0.002835148,0.001007808,0.01611759,0.0004874947,0.000001026905,0.2064009,0.6619236,0.01229585],"study_design_scores_gemma":[0.000567724,0.0001752944,0.0001717054,0.001543171,0.0001262764,5.536007e-7,0.01439551,0.0001198457,0.000003560102,0.0001164033,0.9824123,0.0003676597],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01503204,0.0006049858,0.0000733527,0.0002509385,0.0001751583,0.0006885303,0.0004292452,0.0007283866,0.9820173],"genre_scores_gemma":[0.113378,0.02964225,0.00003776419,0.00003872977,0.0001548944,2.351183e-7,0.00003142532,0.0001903113,0.8565264],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3204887,"threshold_uncertainty_score":0.9999882,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01603584434651455,"score_gpt":0.2074851389371105,"score_spread":0.1914492945905959,"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."}}