{"id":"W2600020055","doi":"10.2196/mhealth.6333","title":"Validation of a Smartphone-Based Approach to In Situ Cognitive Fatigue Assessment","year":2017,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Ulster University","keywords":"Cognition; Cognitive Assessment System; Limiting; Applied psychology; Psychology; Medicine; Cognitive impairment; Psychiatry; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003310668,0.0009637158,0.0004900778,0.0009886826,0.0002568406,0.0008891053,0.001116754,0.00114921,0.002128943],"category_scores_gemma":[0.007724737,0.0002044962,0.0005519326,0.0003587216,0.0003630987,0.0005928792,0.0008789984,0.0003850895,0.0008082034],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003580135,"about_ca_system_score_gemma":0.0007155546,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002320375,"about_ca_topic_score_gemma":0.003248759,"domain_scores_codex":[0.9980578,0.000819789,0.0001887561,0.0003468847,0.0004932982,0.00009354296],"domain_scores_gemma":[0.9958674,0.00122533,0.0002538338,0.0002215678,0.002257154,0.0001747818],"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":[0.006768081,0.006434937,0.2090796,0.00492194,0.0008021478,0.001247834,0.005002647,0.006822676,0.2429219,0.001169216,0.006434026,0.5083951],"study_design_scores_gemma":[0.002777348,0.0621739,0.6249183,0.001677035,0.002116262,0.005938863,0.008127464,0.1348372,0.1194514,0.002284965,0.03509383,0.0006034559],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8886001,0.0008429796,0.09827162,0.0004627315,0.0003784169,0.004581097,0.001975981,0.0007035047,0.004183526],"genre_scores_gemma":[0.8560078,0.000608639,0.1335583,0.0005396736,0.0001296705,0.005341567,0.001394335,0.00005367917,0.002366333],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003310668,"threshold_uncertainty_score":0.01750869,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2452674577625641,"score_gpt":0.500431697576787,"score_spread":0.2551642398142229,"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."}}