{"id":"W4378222320","doi":"10.1186/s12888-023-04883-w","title":"Dual-stage cognitive assessment: a two-stage screening for cognitive impairment in primary care","year":2023,"lang":"en","type":"article","venue":"BMC Psychiatry","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Natural Science Foundation of China; Shanghai Municipal Health Commission","keywords":"Cognitive impairment; Primary care; Stage (stratigraphy); Cognition; Medicine; Psychology; Psychiatry; Clinical psychology; Family medicine","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":[0.0009030313,0.0003979781,0.0005520949,0.0007582921,0.0002501526,0.00008362288,0.0001256098,0.0001405604,0.0003604379],"category_scores_gemma":[0.000128808,0.0003857755,0.0003432405,0.001055735,0.0001382395,0.0002128101,0.0002000484,0.0005038759,0.0001454871],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002394535,"about_ca_system_score_gemma":0.001283139,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008520942,"about_ca_topic_score_gemma":0.0003136691,"domain_scores_codex":[0.9964499,0.000201532,0.0005698568,0.0008456206,0.0008548754,0.001078211],"domain_scores_gemma":[0.9984394,0.0003723252,0.00016225,0.0002574927,0.0004463285,0.0003222128],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002629175,0.0007590977,0.9842553,0.002245022,0.0002356295,0.00007253025,0.0007177866,0.000007548455,0.0001999678,0.0002905958,0.0007651559,0.007822163],"study_design_scores_gemma":[0.02576239,0.001771178,0.9373382,0.00191941,0.000248433,0.00001560744,0.03068682,0.0008643476,0.0002809971,0.0001128049,0.0005789472,0.0004208446],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9545418,0.0004599286,0.009123769,0.0004378915,0.0005540314,0.005501001,0.0009777051,0.0002918113,0.02811205],"genre_scores_gemma":[0.9801492,0.00006121033,0.005664941,0.001156841,0.0004931415,0.001707227,0.003103236,0.0001072212,0.00755699],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0469171,"threshold_uncertainty_score":0.9998594,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03927956023000552,"score_gpt":0.3874275510477377,"score_spread":0.3481479908177322,"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."}}