{"id":"W1982569731","doi":"10.1034/j.1600-0447.2003.00081.x","title":"Prediction of transition from cognitive impairment to senile dementia: a prospective, longitudinal study","year":2003,"lang":"en","type":"article","venue":"Acta Psychiatrica Scandinavica","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":112,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; University of Toronto; Sunnybrook Health Science Centre","funders":"Fondation de France","keywords":"Psychology; Dementia; Verbal fluency test; Neuropsychology; Neuropsychological test; Population; Alzheimer's disease; Cognition; Longitudinal study; Test (biology); Clinical psychology; Audiology; Disease; Statistics; Psychiatry; Medicine; Internal medicine; Mathematics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004090173,0.0002764575,0.0004540935,0.000401162,0.0001818578,0.00003660318,0.0001030175,0.00008487175,0.00130957],"category_scores_gemma":[0.00007966026,0.0002469938,0.0001828026,0.001019062,0.00006718983,0.0001561261,0.00003826022,0.0002572263,0.00005279183],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000139253,"about_ca_system_score_gemma":0.0001828389,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002049307,"about_ca_topic_score_gemma":0.00003700062,"domain_scores_codex":[0.9971919,0.0002085214,0.0005266542,0.0006911377,0.0009077402,0.0004740365],"domain_scores_gemma":[0.9987194,0.00008824308,0.000135538,0.0003028121,0.0004017665,0.0003522543],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002144254,0.006552076,0.9853486,0.00004854664,0.0008796002,0.00003296717,0.001375657,4.940241e-7,0.001279445,0.00003269695,0.001670077,0.0006355597],"study_design_scores_gemma":[0.009096914,0.009741788,0.973083,0.0001264476,0.001436212,0.00002697898,0.003530039,0.0000163623,0.002227922,0.0002283839,0.0002981264,0.0001877982],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9866946,0.0001558807,0.002274195,0.0005118137,0.0002290225,0.00395294,0.0002173716,0.00007160935,0.005892542],"genre_scores_gemma":[0.9980076,0.00003147118,0.0009964968,0.0001334491,0.0001346745,0.0004116948,0.0001023347,0.0000330284,0.0001492506],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0122656,"threshold_uncertainty_score":0.9999982,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02313919325814777,"score_gpt":0.3079842607197731,"score_spread":0.2848450674616254,"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."}}