{"id":"W4388521624","doi":"10.2196/preprints.54445","title":"Development of Both a Risk Prediction Model for Conversion to Alzheimer’s Disease and Prototype Clinical Dashboard: A Prototype CDS Tool for PCPs to Monitor Cognitive Impairment (Preprint)","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Healthcare Systems and Public Health","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Dashboard; Preprint; Medicine; Cognition; Medical record; Computer science; Data science; Psychiatry; World Wide Web","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.005199541,0.0004774053,0.001241463,0.0003465936,0.0002104937,0.00004116414,0.0001660956,0.0005416016,0.0000194335],"category_scores_gemma":[0.001664297,0.0004031294,0.0003158741,0.000177373,0.00004861481,0.00006209788,0.0005272327,0.0005352422,0.00002309532],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003501185,"about_ca_system_score_gemma":0.006834445,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007153157,"about_ca_topic_score_gemma":0.00012104,"domain_scores_codex":[0.9948025,0.0002307892,0.002228146,0.001450552,0.0006247826,0.0006632835],"domain_scores_gemma":[0.9953513,0.0003764736,0.000544415,0.0006537024,0.00130041,0.001773688],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.1516899,0.004899077,0.2907905,0.0777762,0.004716922,0.00002262767,0.03130364,0.00137983,0.0000770371,0.0004611589,0.02771758,0.4091655],"study_design_scores_gemma":[0.01703015,0.02079236,0.5200313,0.01509359,0.002374176,0.000008243907,0.002348231,0.3975376,0.0003968866,0.0008507156,0.02174317,0.001793594],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5642478,0.00007267664,0.2790693,0.003433005,0.0008747508,0.1489567,0.002991848,0.0003163766,0.00003761685],"genre_scores_gemma":[0.7652825,0.0001039769,0.1445225,0.00097735,0.0007729491,0.08677256,0.0007418859,0.0001582534,0.0006680794],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4073719,"threshold_uncertainty_score":0.999842,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1356225149561099,"score_gpt":0.429803242650313,"score_spread":0.2941807276942031,"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."}}