{"id":"W3094133830","doi":"10.1097/aud.0000000000000931","title":"From Healthy Hearing to Healthy Living: A Holistic Approach","year":2020,"lang":"en","type":"article","venue":"Ear and Hearing","topic":"Noise Effects and Management","field":"Health Professions","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Rehabilitation Institute; University of Toronto; University Health Network","funders":"","keywords":"Hearing loss; Psychology; Perspective (graphical); Dementia; Quality of life (healthcare); Social isolation; Applied psychology; Medicine; Psychiatry; Psychotherapist; Audiology; Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005113679,0.000172089,0.0003574123,0.00007614848,0.0007695925,0.00003730072,0.000125806,0.0000973844,0.0001559895],"category_scores_gemma":[0.0002118639,0.000161535,0.00004102902,0.0002023961,0.00001861698,0.00008406716,0.0004792454,0.0005977035,0.0003586073],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008295546,"about_ca_system_score_gemma":0.00009307093,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003888947,"about_ca_topic_score_gemma":0.00008808513,"domain_scores_codex":[0.9980568,0.000240398,0.0003563198,0.0005076842,0.0002036052,0.0006352157],"domain_scores_gemma":[0.9986416,0.0003249255,0.00007043184,0.0002380277,0.00002874748,0.0006963411],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002402123,0.0007464372,0.4224069,0.01250212,0.0003787256,0.0001024799,0.2869647,0.0009054681,0.004497222,0.03792499,0.1689044,0.06226447],"study_design_scores_gemma":[0.002469507,0.00144952,0.7267108,0.001141074,0.00008289397,0.000002275762,0.01423678,0.01017482,0.0000136844,0.0005691723,0.2422223,0.000927214],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9371963,0.0006587202,0.01258213,0.02727512,0.0008053652,0.001958193,0.00001644206,0.0003702184,0.01913752],"genre_scores_gemma":[0.9617422,0.00005219885,0.004928457,0.03125061,0.001462618,0.0001002726,0.0000075222,0.00004198601,0.000414146],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3043039,"threshold_uncertainty_score":0.6587208,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2031643385517746,"score_gpt":0.4248126617096966,"score_spread":0.221648323157922,"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."}}