{"id":"W2024912943","doi":"10.1260/0263-0923.31.3.193","title":"Helping Sufferers to Cope with Noise Using Distance Learning Cognitive Behaviour Therapy","year":2012,"lang":"en","type":"article","venue":"Journal of low frequency noise, vibration and active control","topic":"Noise Effects and Management","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Learning Partnership","funders":"","keywords":"Noise (video); Distress; Perception; Cognition; Psychology; Noise control; Computer science; Audiology; Medicine; Artificial intelligence; Noise reduction; Clinical psychology; Psychiatry","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":[0.0007404514,0.0002106392,0.0004043312,0.000190066,0.0006152306,0.00004271997,0.00008087039,0.00008550406,0.000132829],"category_scores_gemma":[0.0002090154,0.0001504611,0.00006735342,0.0001862228,0.00004858546,0.001017,0.00001956252,0.0006022429,0.00001027803],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001962431,"about_ca_system_score_gemma":0.0001704995,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005160539,"about_ca_topic_score_gemma":0.00002276676,"domain_scores_codex":[0.9980319,0.0005770087,0.0004811735,0.0001682707,0.0003141551,0.0004274908],"domain_scores_gemma":[0.9979501,0.0004023222,0.0007158025,0.00008315803,0.0005396054,0.0003089987],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005079436,0.0005621726,0.780978,0.0002252594,0.0005882349,0.00005512173,0.01312212,0.0005681615,0.174785,0.00156043,0.000278389,0.02219772],"study_design_scores_gemma":[0.01986123,0.002755421,0.9443458,0.003381363,0.0004835282,0.00003004869,0.01964171,0.0009553616,0.005904899,0.0001686153,0.001599164,0.0008728449],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8751596,0.0004565214,0.1212244,0.0007654963,0.0004494709,0.001105453,0.00001436759,0.00001919604,0.0008054184],"genre_scores_gemma":[0.9963788,0.0001061653,0.0007197507,0.002056078,0.000556629,0.00004221566,0.000003583086,0.00003076423,0.000106],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1688801,"threshold_uncertainty_score":0.6135628,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03009649816254435,"score_gpt":0.3520727856523544,"score_spread":0.3219762874898101,"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."}}