{"id":"W4416710537","doi":"10.1090/mbk/154/22","title":"Technical remarks","year":2025,"lang":"en","type":"book-chapter","venue":"American Mathematical Society eBooks","topic":"Human auditory perception and evaluation","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal","funders":"","keywords":"","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002142511,0.0003880454,0.0005983775,0.00005045961,0.00008715668,0.00004332101,0.0002307633,0.0003423246,0.01263442],"category_scores_gemma":[0.00002578412,0.0003829922,0.0005499165,0.00002333311,0.0005143406,0.00002065974,0.00007278679,0.0006894162,0.004532547],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002945909,"about_ca_system_score_gemma":0.00005317162,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":2.005777e-7,"about_ca_topic_score_gemma":0.00000204617,"domain_scores_codex":[0.9985279,0.00001242572,0.0004766049,0.0002973682,0.0004112982,0.0002744343],"domain_scores_gemma":[0.999091,0.0001500176,0.00009616434,0.0004767387,0.00005478144,0.000131299],"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":[0.000003155822,0.00001613214,3.14763e-7,0.0005674667,0.0002080537,0.000003402764,0.0004578425,0.00003924637,0.0005684586,0.07465047,0.8601702,0.06331528],"study_design_scores_gemma":[0.0002584135,0.00007822006,0.00001641787,0.0007058364,0.0003218844,0.00001330769,0.0001397962,0.01291385,0.00003510136,0.1520772,0.8323859,0.001054065],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0000106397,0.00002666912,0.02964143,0.00007000701,0.0001586263,0.0002973187,0.00001561227,0.000863578,0.9689161],"genre_scores_gemma":[0.0006545683,0.00008029542,0.01778346,0.00060909,0.0004560561,0.00005771803,0.0000348773,0.0001268652,0.9801971],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07742671,"threshold_uncertainty_score":0.9998622,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.016542208953951,"score_gpt":0.2595907425349768,"score_spread":0.2430485335810258,"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."}}