{"id":"W2117601574","doi":"","title":"Reverberation measurement and prediction in gymnasia with non-uniformly distributed absorption; The importance of diffusion","year":2011,"lang":"en","type":"article","venue":"Canadian acoustics","topic":"Noise Effects and Management","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Reverberation; Acoustics; Room acoustics; Diffusion; Deck; Absorption (acoustics); Architectural acoustics; Materials science; Engineering; Composite material; Physics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005167104,0.00007959029,0.0001025229,0.000077371,0.0002286499,0.00000415376,0.00006166528,0.00006596523,0.00007444339],"category_scores_gemma":[0.00006077782,0.00005327641,0.000008961367,0.00014376,0.00004136282,0.0000595263,0.00001897782,0.0001671082,0.000004917722],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003549305,"about_ca_system_score_gemma":0.0002908602,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02177597,"about_ca_topic_score_gemma":0.2024608,"domain_scores_codex":[0.9992003,0.00006007596,0.000240203,0.0001174521,0.0001611166,0.0002208443],"domain_scores_gemma":[0.9994122,0.00002583048,0.0001153736,0.0001862934,0.0001378847,0.0001223886],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001748407,0.0001044671,0.9376955,0.0007551777,0.00006589568,0.00003752684,0.008532384,0.0004043094,0.01350291,0.003698728,0.0327743,0.002253927],"study_design_scores_gemma":[0.0005221931,0.00008947007,0.9943941,0.0001946555,0.00003793921,6.51685e-7,0.001232993,0.002418561,0.00002121055,0.000197132,0.0008269185,0.00006415962],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.978244,0.00004681751,0.01586263,0.0004474358,0.0002439343,0.001290767,0.0001105705,0.00001460638,0.003739259],"genre_scores_gemma":[0.9989784,0.00003774478,0.000341484,0.0003287624,0.00004425076,0.00006186056,0.00003405755,0.000009407676,0.000164015],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1806848,"threshold_uncertainty_score":0.9847381,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03912185469443456,"score_gpt":0.2704606905979115,"score_spread":0.231338835903477,"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."}}