{"id":"W7110829378","doi":"10.1371/journal.pone.0323863.s017","title":"Supplementary methods.","year":2025,"lang":"","type":"article","venue":"Figshare","topic":"Media Influence and Health","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cognition; Meta-analysis; Cognitive test; Association (psychology); Cognitive decline; Effects of sleep deprivation on cognitive performance","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001812477,0.0002707466,0.0003511344,0.0002111168,0.0007661067,0.0003542449,0.000410651,0.0001230771,0.9871507],"category_scores_gemma":[0.00049673,0.0002624642,0.0001694944,0.0001161654,0.00004471148,0.0001835895,0.0002333839,0.0003966556,0.007195184],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009425938,"about_ca_system_score_gemma":0.0005790163,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003246701,"about_ca_topic_score_gemma":0.000539055,"domain_scores_codex":[0.9981216,0.00017336,0.0005355318,0.0003938798,0.0001879238,0.0005877634],"domain_scores_gemma":[0.9986685,0.00039885,0.0001380913,0.0004448069,0.0001929382,0.0001568445],"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":[0.000009931759,0.0000516065,0.00002297628,0.0014043,0.00006417603,0.000009406015,0.00405768,5.459035e-7,0.000002695658,0.0250692,0.93579,0.03351748],"study_design_scores_gemma":[0.0003192385,0.00006882524,0.0001853364,0.004057604,0.00004686367,6.215e-7,0.002176417,0.0000661233,0.0002684929,0.001894184,0.9906777,0.0002386189],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.00003956488,0.003962348,0.000001811701,0.003643422,0.001159234,0.0005768487,0.8059223,0.00004045767,0.1846541],"genre_scores_gemma":[0.007547018,0.0003538906,0.001756758,0.04508693,0.00368338,0.001134971,0.8572639,0.00006969207,0.08310349],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.9799555,"threshold_uncertainty_score":0.9999828,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1280797432097454,"score_gpt":0.4115558199742615,"score_spread":0.2834760767645161,"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."}}