{"id":"W4409282128","doi":"10.23736/s1973-9087.25.08640-x","title":"Cog-First: standardization of a tablet-based self-administered cognitive screening","year":2025,"lang":"en","type":"article","venue":"European Journal of Physical and Rehabilitation Medicine","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canarie; University of British Columbia","funders":"","keywords":"Medicine; Standardization; Cog; Cognition; Physical medicine and rehabilitation; Physical therapy; Psychiatry; Artificial intelligence","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":[0.007363897,0.001021459,0.0007649926,0.003722029,0.000345516,0.0009432026,0.001087803,0.0005159409,0.003197526],"category_scores_gemma":[0.0159564,0.0002622838,0.0008623883,0.001467276,0.0005440383,0.0005213346,0.001055513,0.0004594331,0.001675288],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007566332,"about_ca_system_score_gemma":0.00145275,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003849647,"about_ca_topic_score_gemma":0.004692699,"domain_scores_codex":[0.9948354,0.002516839,0.0005746487,0.0005738694,0.00131002,0.0001891939],"domain_scores_gemma":[0.9934655,0.002091101,0.0009016106,0.0008930851,0.002411596,0.0002370662],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.01332525,0.002439441,0.3554488,0.001080086,0.0009133493,0.0004217491,0.001606159,0.008121085,0.02090075,0.001713027,0.02464786,0.5693825],"study_design_scores_gemma":[0.0009111334,0.004206941,0.9519733,0.0001602449,0.0002762357,0.001152417,0.0003306279,0.01182827,0.008965359,0.0008666863,0.0191939,0.0001348623],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.849012,0.001025188,0.106863,0.0002559221,0.0003240553,0.01023582,0.0163312,0.005193149,0.01075966],"genre_scores_gemma":[0.7900851,0.0005572179,0.1682249,0.0002229291,0.0001860497,0.01137136,0.02474521,0.0007642161,0.003842981],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007363897,"threshold_uncertainty_score":0.03894448,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02605744079253977,"score_gpt":0.3394333730838287,"score_spread":0.3133759322912889,"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."}}