{"id":"W3012120681","doi":"","title":"Validation of a case definition for speech and language disorders: In community-dwelling older adults in Alberta.","year":2020,"lang":"en","type":"article","venue":"PubMed","topic":"Language Development and Disorders","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Provincial Laboratory of Public Health; Alberta Health Services; University of Calgary; University of Alberta","funders":"","keywords":"Medicine; Predictive value; Population; Medical record; Predictive validity; Primary care; Family medicine; Gerontology; Demography; Clinical psychology; Environmental health; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.00691944,0.0004577468,0.0003376546,0.001813529,0.000826866,0.0006581399,0.001876794,0.0006928691,0.0005714488],"category_scores_gemma":[0.02052503,0.0002943332,0.0002852083,0.0009638637,0.001068969,0.0003932193,0.001126781,0.0003912577,0.0001090146],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004604844,"about_ca_system_score_gemma":0.006181933,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3144783,"about_ca_topic_score_gemma":0.4293672,"domain_scores_codex":[0.9956774,0.0009063993,0.0004540582,0.0004276426,0.002264844,0.0002696926],"domain_scores_gemma":[0.9911764,0.00226372,0.0025029,0.000640515,0.003048183,0.000368195],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007462022,0.00004604831,0.9921247,0.00006430157,0.00001615764,0.000325468,0.0006311637,0.0001341446,0.0004708359,0.000084201,0.0003556082,0.005672649],"study_design_scores_gemma":[0.00002432579,0.00009032226,0.9963547,0.00007132253,0.00002318458,0.0009539983,0.0006071574,0.0008868875,0.0003073557,0.00005567762,0.0006195087,0.000005547534],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953922,0.0005776255,0.001449552,0.0001380509,0.00002890894,0.0006385039,0.0004855208,0.00001948087,0.001270178],"genre_scores_gemma":[0.9936321,0.0001777205,0.004332717,0.0001308096,0.00001883274,0.0003159816,0.001075672,0.000003478875,0.0003125739],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6855217,"threshold_uncertainty_score":0.6252956,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02895007171784699,"score_gpt":0.2674757587597671,"score_spread":0.2385256870419201,"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."}}