{"id":"W4410106834","doi":"10.1101/2025.05.05.25326996","title":"Does sleep impact mobility in adults? A scoping review","year":2025,"lang":"en","type":"review","venue":"medRxiv","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Sleep (system call); Psychology; Computer science","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":[0.02834272,0.002423924,0.008536107,0.0197856,0.001516615,0.006648279,0.002539292,0.004346317,0.005853184],"category_scores_gemma":[0.1208774,0.002040704,0.008537761,0.01787552,0.001621446,0.00668319,0.003304773,0.002668547,0.0009322509],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006270164,"about_ca_system_score_gemma":0.0233449,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008121882,"about_ca_topic_score_gemma":0.01826348,"domain_scores_codex":[0.9756414,0.009471149,0.009105037,0.001407532,0.0037918,0.0005829819],"domain_scores_gemma":[0.9374898,0.04179167,0.01210632,0.0009827202,0.007105107,0.0005243449],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001380175,0.00003444359,0.001063426,0.8989062,0.00410124,0.0001502416,0.0006573195,0.0001714084,0.000168982,0.0008915216,0.005347493,0.0883696],"study_design_scores_gemma":[0.00003054083,0.00005872784,0.001167264,0.9789596,0.007462187,0.0001467641,0.0003382674,0.00006564981,0.0000556032,0.0003156843,0.01138186,0.00001770216],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0006557039,0.9950924,0.0004260992,0.001259824,0.0005156979,0.001064622,0.0003467631,0.00001193837,0.0006269295],"genre_scores_gemma":[0.0069724,0.9878387,0.001303843,0.001020714,0.0002896397,0.00213599,0.0002645974,0.000007843599,0.0001662711],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02834272,"threshold_uncertainty_score":0.1498924,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03777637636769197,"score_gpt":0.4144696795680787,"score_spread":0.3766933032003867,"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."}}