{"id":"W4407537871","doi":"10.1002/awwa.2396","title":"Issue Information","year":2025,"lang":"en","type":"paratext","venue":"American Water Works Association","topic":"Human auditory perception and evaluation","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"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":[0.0002886758,0.000265698,0.0003593459,0.0003470859,0.0001014763,0.0002496194,0.0001496736,0.0003292587,0.05247346],"category_scores_gemma":[0.0000328489,0.0002479007,0.0001084696,0.0002687798,0.00002197505,0.0005322547,0.00002853059,0.0004588345,0.3677894],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001485044,"about_ca_system_score_gemma":0.00003336539,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001575685,"about_ca_topic_score_gemma":0.00001024066,"domain_scores_codex":[0.9985754,0.0000898288,0.000441466,0.0001481063,0.0003947751,0.0003503512],"domain_scores_gemma":[0.9993321,0.00004260234,0.0001956678,0.0002147647,0.0001635195,0.00005134817],"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":[0.000002780569,0.000004877265,0.00001730683,0.00005725608,0.00008610914,5.3635e-8,0.00086002,0.01572404,0.00005134221,2.03234e-7,0.9308911,0.05230489],"study_design_scores_gemma":[0.0001627226,0.00001515752,0.0003230623,0.00009924795,0.00005086942,1.037589e-7,0.000180071,0.00534177,0.0001931862,0.000006951624,0.9933264,0.0003004316],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.007213619,0.0002431285,0.01620983,0.001691078,0.03762397,0.0009738885,0.0002159161,0.00114256,0.934686],"genre_scores_gemma":[0.03153649,0.001958589,0.0002449844,0.001605339,0.003520492,0.0001946709,0.0104842,0.00007590088,0.9503793],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.315316,"threshold_uncertainty_score":0.9999973,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004970734884054696,"score_gpt":0.2378423388935298,"score_spread":0.2328716040094751,"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."}}