{"id":"W2405549127","doi":"10.2196/games.5006","title":"A Serious Game for Clinical Assessment of Cognitive Status: Validation Study","year":2016,"lang":"en","type":"article","venue":"JMIR Serious Games","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":140,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre; University of Toronto","funders":"","keywords":"Montreal Cognitive Assessment; Cognition; Cognitive impairment; Emergency department; Applied psychology; Psychology; Confusion; Medicine; Gerontology; Psychiatry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000906848,0.0001892698,0.0005126165,0.0001623201,0.00004813684,0.00002709848,0.00009308495,0.0000936095,0.0003432583],"category_scores_gemma":[0.0005600912,0.0001248549,0.0001760778,0.0001751754,0.0001665315,0.0001391339,0.00008592862,0.000143021,0.00002898891],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007861946,"about_ca_system_score_gemma":0.0003749839,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001437543,"about_ca_topic_score_gemma":0.00001214585,"domain_scores_codex":[0.9976435,0.0002563877,0.000617477,0.0004471732,0.0005666692,0.0004688383],"domain_scores_gemma":[0.99788,0.000724647,0.0002154768,0.0002642369,0.0006886181,0.0002269899],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00114515,0.002973519,0.755835,0.00009272501,0.0004070746,0.00002514459,0.0003897592,3.525047e-8,0.003164293,0.00002206261,0.0005996636,0.2353456],"study_design_scores_gemma":[0.01282859,0.01369138,0.9649647,0.0003035982,0.0002630836,0.000008471507,0.001985121,0.00002148465,0.002837023,0.00008842783,0.002852593,0.0001555514],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9905503,0.00005933448,0.001775945,0.000449885,0.0001510223,0.005421542,0.00009505649,0.00006519136,0.001431696],"genre_scores_gemma":[0.9955672,0.0002078752,0.0003106508,0.000138871,0.0001429863,0.001192108,0.00005008032,0.00003472824,0.002355488],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.23519,"threshold_uncertainty_score":0.5091434,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05292201927845601,"score_gpt":0.4752037135887981,"score_spread":0.4222816943103421,"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."}}