{"id":"W4210703947","doi":"10.1002/alz.054129","title":"Subtyping mild cognitive impairment based on imaging and CSF biomarker levels","year":2021,"lang":"en","type":"article","venue":"Alzheimer s & Dementia","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; McGill University; Montreal Neurological Institute and Hospital; Université Laval","funders":"","keywords":"Oncology; Dementia; Internal medicine; Biomarker; Subtyping; Neuroimaging; Alzheimer's Disease Neuroimaging Initiative; Neuropsychology; Cohort; Psychology; Medicine; Cognition; Disease; Neuroscience; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000888606,0.0007715859,0.0007126664,0.003108318,0.0006414698,0.0009462725,0.0005638193,0.0004499187,0.002543566],"category_scores_gemma":[0.003640071,0.0001255849,0.0006804279,0.001810426,0.0003715722,0.0003832181,0.0007888475,0.0003368863,0.0009052464],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004173579,"about_ca_system_score_gemma":0.0005990058,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01970049,"about_ca_topic_score_gemma":0.02948707,"domain_scores_codex":[0.9991831,0.0001218759,0.0001690884,0.0002502002,0.0001627098,0.0001129113],"domain_scores_gemma":[0.9989196,0.0001721022,0.0002576059,0.0001981432,0.0003462336,0.0001063306],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001192807,0.0001123363,0.9640037,0.0001626208,0.0003331734,0.0001227279,0.0002705714,0.001130924,0.003756074,0.0001587537,0.002514981,0.02624136],"study_design_scores_gemma":[0.00002724396,0.0001342752,0.9928982,0.0000584635,0.0001011621,0.000329266,0.0002556773,0.002215986,0.001921069,0.0008333898,0.001200774,0.00002452891],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9872617,0.0004895796,0.002132235,0.00008425326,0.00001339535,0.0001911669,0.007825374,0.00009651866,0.001905793],"genre_scores_gemma":[0.9905025,0.0001316675,0.002943199,0.00005480527,0.00001305302,0.0001508738,0.00558946,0.0000194831,0.0005949598],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01970049,"threshold_uncertainty_score":0.03917164,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04548097800268842,"score_gpt":0.3311453814581026,"score_spread":0.2856644034554142,"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."}}