{"id":"W2315832285","doi":"10.1097/01.hj.0000418178.82943.b6","title":"Pathways","year":2012,"lang":"en","type":"article","venue":"The Hearing Journal","topic":"Noise Effects and Management","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Headphones; Normative; Active listening; Noise (video); Audiology; Sentence; Test (biology); Psychology; Replicate; Computer science; Task (project management); Speech recognition; Medicine; Communication; Artificial intelligence; Mathematics; Statistics; Acoustics; Engineering; Law","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002317065,0.0000519036,0.0000734594,0.00002856545,0.001280992,0.00001272123,0.0001162506,0.00002958611,0.0005958096],"category_scores_gemma":[0.00005706498,0.0000273486,0.00003643743,0.00004807355,0.00001408548,0.0001028506,0.0001124492,0.0006597065,0.0009153674],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006388081,"about_ca_system_score_gemma":0.00003395578,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002478388,"about_ca_topic_score_gemma":0.000002151169,"domain_scores_codex":[0.9989254,0.0003041481,0.0001608513,0.000035813,0.0001398841,0.0004338964],"domain_scores_gemma":[0.9994674,0.0001627559,0.00007937027,0.0001426405,0.00002409515,0.0001237572],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001149281,0.0002425324,0.2073191,0.0002593461,0.0001980358,0.00003015159,0.04513933,0.00005908559,0.008462341,0.1844768,0.4648349,0.08886341],"study_design_scores_gemma":[0.0006287165,0.00004718568,0.3422377,0.0001897602,0.00003734617,0.0000542614,0.00282564,0.00004683832,0.00007011095,0.003456927,0.6502814,0.0001241178],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8934124,0.0007175846,0.001593197,0.003835469,0.004656542,0.0003370278,4.909798e-7,0.00006490094,0.09538241],"genre_scores_gemma":[0.9919752,0.00005167037,0.0002427698,0.00176138,0.002472303,0.00001070123,1.610369e-7,0.00001129443,0.00347453],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1854465,"threshold_uncertainty_score":0.9998626,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1719084072777041,"score_gpt":0.4296630973774767,"score_spread":0.2577546900997726,"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."}}