{"id":"W2619758264","doi":"10.1097/01.hj.0000520664.00897.9b","title":"Cognitive Screening Model Expands Health Care Delivery","year":2017,"lang":"en","type":"article","venue":"The Hearing Journal","topic":"Hearing Loss and Rehabilitation","field":"Neuroscience","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cognition; Dementia; Hearing loss; Cognitive decline; Medicine; Audiology; Gerontology; Disease; Psychology; Clinical psychology; Psychiatry","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.000686552,0.00009214433,0.0001277127,0.00005005467,0.004096732,0.0004689603,0.0003397057,0.00003458035,0.000008511764],"category_scores_gemma":[0.0007021776,0.00006078552,0.00008206005,0.00003337939,0.0001720118,0.0003301442,0.0001320441,0.0005051874,0.00001501616],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006467928,"about_ca_system_score_gemma":0.0001722181,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001002387,"about_ca_topic_score_gemma":0.00000435112,"domain_scores_codex":[0.9988531,0.0001545356,0.0002020003,0.0001746109,0.0002984592,0.0003172935],"domain_scores_gemma":[0.999126,0.0001928569,0.0002001793,0.0002617497,0.00008203673,0.0001371565],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0004015848,0.0001425521,0.01416716,0.0001486785,0.0000371715,0.00008458283,0.06920446,0.01903601,0.1098243,0.002191506,0.0007648256,0.7839972],"study_design_scores_gemma":[0.005371176,0.001161223,0.6834669,0.002694446,0.00007275644,0.001519851,0.01528176,0.2512429,0.03057236,0.00677467,0.0007777553,0.001064208],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9844202,0.0001710608,0.01060555,0.002931658,0.0002526425,0.0001207057,0.000003850483,0.00002939844,0.001464886],"genre_scores_gemma":[0.9974897,0.00008958964,0.001149924,0.0008287037,0.0002244429,0.00000327907,2.337605e-7,0.00001530349,0.0001988087],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.782933,"threshold_uncertainty_score":0.9971998,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1348024194159454,"score_gpt":0.3741117976978111,"score_spread":0.2393093782818657,"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."}}