{"id":"W7057382219","doi":"","title":"Hybrid Assessment Method Web App For Impact Noise Insulation Performance Prediction In Building","year":2022,"lang":"en","type":"article","venue":"Canadian acoustics","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Performance prediction; Noise (video); Performance improvement; Web application; Soundproofing","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":[],"consensus_categories":[],"category_scores_codex":[0.0006645093,0.001099482,0.0005752161,0.001784391,0.0002509223,0.000824047,0.0006831127,0.0006497604,0.03520852],"category_scores_gemma":[0.002076787,0.0003649989,0.0005569729,0.0005780223,0.00008172933,0.0008700734,0.0009818568,0.0004175683,0.01350337],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002111843,"about_ca_system_score_gemma":0.0003576805,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005139804,"about_ca_topic_score_gemma":0.01121429,"domain_scores_codex":[0.9996979,0.00003586813,0.00002051609,0.00005166351,0.0001725408,0.00002156948],"domain_scores_gemma":[0.9987459,0.0006293747,0.00007178605,0.0001096079,0.0003551096,0.00008807632],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00140675,0.0008886087,0.02823775,0.001577337,0.0003264339,0.0007010863,0.0004817489,0.01955972,0.01559537,0.001785044,0.3149619,0.6144783],"study_design_scores_gemma":[0.0005481442,0.0006358247,0.09075471,0.0007907121,0.0004049969,0.000895989,0.000726541,0.6085992,0.03500412,0.01338103,0.2478094,0.0004492266],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"software","genre_gemma":"empirical","genre_scores_codex":[0.07680293,0.001113156,0.3820159,0.0005045233,0.0004654979,0.001475302,0.09606183,0.395021,0.04653995],"genre_scores_gemma":[0.4778548,0.001038707,0.3622616,0.0009524602,0.0002607435,0.003224434,0.07562869,0.01014626,0.06863222],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03520852,"threshold_uncertainty_score":0.1177843,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0121077383800438,"score_gpt":0.3055033541066385,"score_spread":0.2933956157265947,"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."}}