{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004668297,0.001041634,0.0007482187,0.00100311,0.000337298,0.001837964,0.001499486,0.0008936964,0.01302164],"category_scores_gemma":[0.01400288,0.0005274422,0.0009615609,0.0006585609,0.0001573588,0.001024135,0.0008891734,0.0008410777,0.002949078],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009458596,"about_ca_system_score_gemma":0.001420224,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00954197,"about_ca_topic_score_gemma":0.008062529,"domain_scores_codex":[0.9989026,0.0004663413,0.0001528957,0.0001733064,0.0002513708,0.00005354735],"domain_scores_gemma":[0.9914491,0.006205136,0.0003183705,0.0003424302,0.001442098,0.0002428243],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.003548038,0.003075938,0.1220811,0.0009742943,0.0004890279,0.001414229,0.00096661,0.1929888,0.007907624,0.00343289,0.09426057,0.5688608],"study_design_scores_gemma":[0.0006311807,0.0009477233,0.0160352,0.0001766088,0.0001703854,0.000309032,0.0004544646,0.9581677,0.004887279,0.001774828,0.0163338,0.0001118098],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.3053671,0.0003031602,0.6069882,0.004824985,0.0008508657,0.006080298,0.01977708,0.04350423,0.01230407],"genre_scores_gemma":[0.3369825,0.0002565306,0.643081,0.0005418567,0.00009008794,0.002990218,0.01026813,0.0003741649,0.00541538],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01302164,"threshold_uncertainty_score":0.04356176,"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."}}