{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001217665,0.0004368484,0.0006226606,0.002679093,0.002429724,0.00253901,0.001043632,0.001605795,0.425191],"category_scores_gemma":[0.01148678,0.0002350524,0.0003002463,0.001929356,0.00047062,0.001589563,0.001479098,0.001859255,0.1585813],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002150923,"about_ca_system_score_gemma":0.005268461,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01651116,"about_ca_topic_score_gemma":0.04195924,"domain_scores_codex":[0.9987953,0.0001357966,0.00005088164,0.0002431018,0.0006568064,0.0001182238],"domain_scores_gemma":[0.9915098,0.001898729,0.0002550244,0.000510653,0.004960407,0.0008653674],"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":[0.00002817444,0.00004536778,0.000654651,0.00007175087,0.000004113099,0.00010604,0.0004080475,0.00009527136,0.0003288695,0.01040301,0.9017731,0.08608152],"study_design_scores_gemma":[0.000004052373,0.000007530031,0.0003954972,0.00005644976,0.000005853174,0.00008253807,0.0002227011,0.0001177274,0.0002724529,0.0008873632,0.9979426,0.000005224274],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003274571,0.00405583,0.006822454,0.04838633,0.02909744,0.0002307964,0.006855397,0.0008927017,0.9003845],"genre_scores_gemma":[0.01295462,0.001462286,0.002099873,0.004396217,0.001642875,0.00009750848,0.001104706,0.0002321705,0.9760098],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.574809,"threshold_uncertainty_score":0.8198952,"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."}}