{"id":"W4413616081","doi":"10.37119/ojs2025.v30i2.925","title":"Author Biographies","year":2025,"lang":"en","type":"article","venue":"in education","topic":"Human auditory perception and evaluation","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Mount Saint Vincent University","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0000677417,0.00002894282,0.00002680501,0.0002969658,0.00001479631,0.00001203771,0.00002695783,0.00002613461,0.001012143],"category_scores_gemma":[0.00001206042,0.00003271309,0.00001054367,0.0002745708,0.000008107522,0.00005204989,0.000001846704,0.00003587154,0.0005190417],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005087867,"about_ca_system_score_gemma":0.00002561112,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002022792,"about_ca_topic_score_gemma":0.00004398957,"domain_scores_codex":[0.9998025,0.000009457471,0.00007110085,0.00004213559,0.00003179994,0.00004300586],"domain_scores_gemma":[0.9999053,0.00000676039,0.000004251965,0.0000611858,0.00001378611,0.00000864542],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.000001574041,0.0000675889,0.013921,0.00005532055,0.000005967844,4.381704e-8,0.001694384,0.003147583,0.005420084,0.001088614,0.8105965,0.1640013],"study_design_scores_gemma":[0.00008856916,0.000003258511,0.6820601,0.00005193471,0.000004527151,1.771021e-7,0.000993575,0.005255579,0.0004048586,0.004670786,0.3063875,0.00007917713],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9614938,0.0002449772,0.0004784258,0.0005688934,0.003738018,0.00008016319,3.493332e-7,0.0001372134,0.03325815],"genre_scores_gemma":[0.9956508,0.0000330603,0.000207236,0.00007364651,0.0001007493,0.00003503553,0.00000912482,0.000003268296,0.003887103],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.668139,"threshold_uncertainty_score":0.9999011,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01838796792703559,"score_gpt":0.3209486363020606,"score_spread":0.302560668375025,"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."}}