{"id":"W4401351759","doi":"10.1101/2024.08.02.24311367","title":"Tinnitus risk factors and its evolution over time: a cohort study","year":2024,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Hearing, Cochlea, Tinnitus, Genetics","field":"Neuroscience","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Université de Montréal; McGill University Health Centre","funders":"","keywords":"Tinnitus; Medicine; Hearing loss; Audiology; Mood; Psychology; Clinical psychology","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":[0.001529525,0.0002837316,0.0004137296,0.0006839484,0.0008442039,0.0009232286,0.0004485501,0.0006249448,0.001718847],"category_scores_gemma":[0.003545855,0.000410211,0.000957568,0.001067787,0.0002706822,0.0006936957,0.000811042,0.001252958,0.0003817009],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003712623,"about_ca_system_score_gemma":0.0005063494,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01092458,"about_ca_topic_score_gemma":0.009901859,"domain_scores_codex":[0.9992167,0.0001581422,0.00008805584,0.0002605266,0.0001476527,0.0001288932],"domain_scores_gemma":[0.9981198,0.0003652344,0.0005034865,0.0003572924,0.0003213114,0.0003328313],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001708559,0.00009347427,0.997381,0.00001291837,0.0001306301,0.000126252,0.0002874952,0.00003142417,0.0002296558,0.00002914543,0.0001940393,0.001313119],"study_design_scores_gemma":[0.00001527578,0.0002012664,0.9983699,0.00001508102,0.00009617658,0.0002630803,0.0003995063,0.0002715616,0.00004170088,0.00004604927,0.0002699362,0.00001045582],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988241,0.0001603467,0.0002049665,0.00004043534,0.000009391483,0.00002217217,0.0005521313,0.000003109706,0.0001833756],"genre_scores_gemma":[0.9988919,0.0001159043,0.0001666318,0.00003440403,0.0000131332,0.00003385725,0.0005416731,0.000003609219,0.0001989838],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01092458,"threshold_uncertainty_score":0.02172196,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03229047643514314,"score_gpt":0.2929439346106499,"score_spread":0.2606534581755067,"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."}}