{"id":"W2916553717","doi":"10.1155/2019/4942562","title":"Physician Practice Patterns Associated with Diagnostic Evaluation of Patients with Suspected Mild Cognitive Impairment and Alzheimer’s Disease","year":2019,"lang":"en","type":"article","venue":"International Journal of Alzheimer s Disease","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":54,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Merck","keywords":"Dementia; Medicine; Disease; Cognitive decline; Cognition; Cognitive impairment; Cognitive test; Biomarker; Family medicine; Neuroimaging; Psychiatry; Pediatrics; Pathology","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":[0.001315676,0.00008760335,0.0001938187,0.0007879944,0.000508461,0.0006255395,0.0003486651,0.0006688269,0.001162801],"category_scores_gemma":[0.01507525,0.0002103866,0.0002021593,0.0009509904,0.0003848861,0.0004655489,0.00061408,0.0004208353,0.000158529],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008438363,"about_ca_system_score_gemma":0.001053973,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01631101,"about_ca_topic_score_gemma":0.02665047,"domain_scores_codex":[0.9974348,0.001068628,0.0004117364,0.0003049208,0.0004983165,0.0002816224],"domain_scores_gemma":[0.9851516,0.004866312,0.007174125,0.0002903053,0.001078381,0.001439305],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004202199,0.00004066926,0.9929855,0.00003096529,0.00001856963,0.0002685695,0.002078237,0.00005347199,0.0001678698,0.00003565551,0.0004036665,0.00387466],"study_design_scores_gemma":[0.00000677674,0.00007119163,0.9918844,0.00006346279,0.000008882068,0.001148065,0.005717458,0.0003401192,0.00005891983,0.00003769635,0.0006545761,0.000008445057],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975086,0.0006050994,0.0001107435,0.0008307388,0.00001087284,0.00001175606,0.0000592961,0.000004676028,0.000858249],"genre_scores_gemma":[0.9993099,0.0002256679,0.0001682091,0.0001527104,0.00001005057,0.000005754881,0.00004118475,0.000001281933,0.0000853415],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01631101,"threshold_uncertainty_score":0.03243214,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02232128067250192,"score_gpt":0.3352351015116228,"score_spread":0.3129138208391208,"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."}}