{"id":"W7071066186","doi":"","title":"Protocol for the Provision of Amplification v 2023.01","year":2023,"lang":"en","type":"article","venue":"Scholarship@Western (Western University)","topic":"Digital literacy in education","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Protocol (science); Hearing aid; Hearing loss; Protocol analysis; Communications protocol; Voice over IP","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":[0.0005846006,0.0001768482,0.0001664192,0.0004008372,0.0002242032,0.000434853,0.001895647,0.00008849447,0.000004074996],"category_scores_gemma":[0.000113386,0.0001518866,0.0001156056,0.001378772,0.00007639961,0.003048508,0.0004281596,0.000168033,0.0001701795],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001009199,"about_ca_system_score_gemma":0.0001471243,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001726964,"about_ca_topic_score_gemma":0.000038638,"domain_scores_codex":[0.9984353,0.000107894,0.0002840114,0.0004733832,0.0003795139,0.0003198523],"domain_scores_gemma":[0.9980367,0.0003984608,0.0002208822,0.0009666872,0.0002816001,0.00009560078],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003729856,0.000708741,0.9029381,0.000801875,0.0001398792,0.00002839417,0.003648572,0.0004166896,0.005647148,0.02555937,0.000181643,0.05955661],"study_design_scores_gemma":[0.001184869,0.0002563362,0.9020222,0.0002069461,0.00002461955,0.000007783612,0.0002270053,0.00009404824,0.006870585,0.002388553,0.08637258,0.0003445093],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.729908,0.000008040932,0.1442554,0.002702693,0.0008812652,0.1206514,0.00008069701,0.0008309879,0.0006815601],"genre_scores_gemma":[0.957048,0.000006159092,0.001821996,0.0004049515,0.0002952841,0.01782976,0.0001062234,0.00008314794,0.02240446],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.22714,"threshold_uncertainty_score":0.6193758,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1641790083888869,"score_gpt":0.3872592326988292,"score_spread":0.2230802243099423,"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."}}