{"id":"W4379378005","doi":"10.1101/2023.05.31.23290793","title":"The Use of the Integrated Cognitive Assessment (ICA) to Improve the Efficiency of Primary Care Referrals to Memory Services in the Accelerating Dementia Pathway Technologies (ADePT) Study","year":2023,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Dementia; Memory clinic; Cognition; Referral; Usability; Medicine; Cognitive decline; Health care; Montreal Cognitive Assessment; Telemedicine; Psychology; Disease; Psychiatry; Cognitive impairment; Family medicine; Computer science","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":[0.007183306,0.0005444055,0.001010432,0.00102496,0.0006660996,0.001906701,0.0009182033,0.000998567,0.001231745],"category_scores_gemma":[0.0191158,0.0003936144,0.001765039,0.001470566,0.0004541728,0.001285346,0.001671337,0.001335597,0.0002189432],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001501814,"about_ca_system_score_gemma":0.002397293,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01287806,"about_ca_topic_score_gemma":0.01118801,"domain_scores_codex":[0.9940796,0.00336642,0.0007250175,0.0007370267,0.0007091138,0.0003828782],"domain_scores_gemma":[0.9893776,0.003464507,0.003537696,0.0005400588,0.001135721,0.0019445],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01126345,0.004416474,0.9413406,0.0007993073,0.001771689,0.0001600935,0.001394072,0.0002384811,0.0001584098,0.00014938,0.001750694,0.03655743],"study_design_scores_gemma":[0.00364797,0.01207546,0.9785215,0.0003040824,0.001817917,0.0002461769,0.001110019,0.0006112341,0.0001617046,0.0001562385,0.001301034,0.0000467482],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964857,0.0008855842,0.0001154414,0.0002856451,0.00003981818,0.0004644169,0.0007544548,0.000009242208,0.0009596699],"genre_scores_gemma":[0.9979255,0.0003362635,0.0005000273,0.0001839235,0.00004721604,0.0003892512,0.0004380515,0.000002819505,0.0001768732],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01287806,"threshold_uncertainty_score":0.03798938,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1045921918352697,"score_gpt":0.3636756902294638,"score_spread":0.2590834983941941,"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."}}