{"id":"W4408359508","doi":"10.37119/ojs2025.v30i1.852","title":"Author Biographies for Winter Issue","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":"","keywords":"History","routes":{"ca_aff":false,"ca_fund":false,"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":[0.00008369324,0.00003613223,0.00003578573,0.0002658248,0.0000182619,0.00001526197,0.00003139231,0.00003196786,0.001052664],"category_scores_gemma":[0.00002068026,0.00004000028,0.00001872977,0.0001619748,0.00000828763,0.00005744007,0.000001907745,0.00002860668,0.0003125217],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005212287,"about_ca_system_score_gemma":0.0000218247,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000122811,"about_ca_topic_score_gemma":0.00004246524,"domain_scores_codex":[0.9997703,0.000007337169,0.00008726987,0.0000546415,0.00002697292,0.00005343021],"domain_scores_gemma":[0.9998807,0.00001425743,0.000006089397,0.00006401561,0.00002555903,0.000009375365],"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":[0.000002697197,0.0000335728,0.001642221,0.00006222438,0.000004916749,6.870016e-9,0.001187896,0.0008039349,0.002483912,0.0001974508,0.9305236,0.06305757],"study_design_scores_gemma":[0.0001289881,0.000007173654,0.09489525,0.00005701873,0.000006758813,1.008361e-7,0.001040277,0.005388628,0.0006488479,0.003077842,0.894677,0.0000721118],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9492065,0.0004370373,0.008482397,0.003513921,0.01397749,0.0005638634,0.000003870395,0.0002689924,0.02354594],"genre_scores_gemma":[0.9841806,0.00002205423,0.000908253,0.0001912491,0.0003986294,0.0001987491,0.00003069094,0.000007594062,0.01406216],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09325303,"threshold_uncertainty_score":0.9998605,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02095581745408068,"score_gpt":0.3416747513859339,"score_spread":0.3207189339318532,"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."}}