{"id":"W4214823493","doi":"10.1097/01.hj.0000823396.42481.7d","title":"Words of Wisdom Across 20 Years","year":2022,"lang":"en","type":"article","venue":"The Hearing Journal","topic":"Hearing Loss and Rehabilitation","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Milestone; Pride; Audiologist; Psychology; Medicine; Hearing loss; Audiology; History; Law","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":[],"consensus_categories":[],"category_scores_codex":[0.001133383,0.00004482236,0.00008258537,0.00003509242,0.0006621229,0.00004549934,0.0002628892,0.00001298796,0.0001472136],"category_scores_gemma":[0.0002179722,0.00003233883,0.00006800579,0.0002110884,0.000120984,0.00006705849,0.0001760479,0.0004770625,0.00001005521],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005107266,"about_ca_system_score_gemma":0.00005071749,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002809733,"about_ca_topic_score_gemma":7.102306e-7,"domain_scores_codex":[0.9989169,0.0002330743,0.0001895168,0.00009545876,0.0003661432,0.0001988928],"domain_scores_gemma":[0.9994913,0.0002089257,0.00008654852,0.0001532177,0.00001522096,0.00004481717],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00009682505,0.000130246,0.00503051,0.00001420971,0.000009510073,0.00004142936,0.02147703,0.01057592,0.9302986,0.001139552,0.0009583014,0.03022787],"study_design_scores_gemma":[0.002441056,0.001219856,0.8414411,0.0001094138,0.00003100101,0.003510127,0.01010975,0.004184029,0.05634691,0.01862793,0.06145849,0.0005203349],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975862,0.00004089197,0.00009085108,0.001329487,0.0005238019,0.00005741891,0.000004070722,0.00001376063,0.0003535395],"genre_scores_gemma":[0.9987688,0.00001016473,0.0001151886,0.0001966754,0.00009991038,0.000003557752,8.254722e-8,0.000009256288,0.0007963827],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8739517,"threshold_uncertainty_score":0.509258,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05259029804518143,"score_gpt":0.3236223470880561,"score_spread":0.2710320490428746,"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."}}