{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001820946,0.0006600422,0.00090129,0.003096488,0.002282686,0.00395352,0.001080456,0.003213776,0.3130904],"category_scores_gemma":[0.00896935,0.000337167,0.0005590621,0.002542732,0.0004055214,0.002796884,0.001521209,0.003338106,0.1195831],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002133616,"about_ca_system_score_gemma":0.003277709,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01139218,"about_ca_topic_score_gemma":0.02831604,"domain_scores_codex":[0.9989414,0.0001063666,0.00007228604,0.0001687295,0.0005927964,0.0001184969],"domain_scores_gemma":[0.9918669,0.001386569,0.000288368,0.0004331147,0.005232885,0.0007921283],"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":[0.00001178594,0.00001343374,0.0001264907,0.0000358232,0.000002070826,0.00002430527,0.00003649148,0.00002210959,0.00005995167,0.0009735758,0.9808975,0.01779648],"study_design_scores_gemma":[0.000004477972,0.000005932292,0.0002729621,0.0000668014,0.00000493854,0.00002845337,0.00008689982,0.00007056394,0.00008611147,0.0004435182,0.998926,0.000003349352],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001178443,0.01177416,0.00259189,0.1564815,0.3876384,0.0001954066,0.003271423,0.0004915487,0.4363772],"genre_scores_gemma":[0.004135788,0.003292149,0.0004481996,0.007785812,0.01965712,0.00005515965,0.0006299571,0.0002872258,0.9637086],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6869096,"threshold_uncertainty_score":0.9797932,"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."}}