{"id":"W4312858971","doi":"10.1121/10.0016249","title":"Virtual acoustic reconstruction of the Roman amphitheater of Avella in Italy","year":2022,"lang":"en","type":"article","venue":"The Journal of the Acoustical Society of America","topic":"Noise Effects and Management","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Architectural acoustics; Acoustics; Plan (archaeology); Computer science; Sound (geography); Architecture; Virtual model; Geology; Computer graphics (images); Art; Visual arts; Physics; Paleontology","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":[],"consensus_categories":[],"category_scores_codex":[0.001785132,0.0001093433,0.0003934415,0.00003236899,0.0004063549,0.000001919052,0.0006941741,0.00005170176,0.0003483987],"category_scores_gemma":[0.0002076957,0.00005105788,0.0003619727,0.0003927096,0.0005621227,0.0000417305,0.0006450441,0.0009276989,0.000001505274],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001599723,"about_ca_system_score_gemma":0.0001751779,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001963986,"about_ca_topic_score_gemma":0.000004719831,"domain_scores_codex":[0.9971847,0.001096379,0.0008079082,0.00008058641,0.0005899329,0.0002404883],"domain_scores_gemma":[0.9972675,0.001018643,0.001187572,0.0003646947,0.0001208464,0.00004072693],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"qualitative","study_design_scores_codex":[0.002512091,0.001726547,0.01532472,0.001452441,0.00155709,0.000004504175,0.04354006,0.2833822,0.4200367,0.0004441961,0.1734216,0.05659783],"study_design_scores_gemma":[0.01216796,0.00810198,0.248916,0.00399656,0.004676057,0.0002693691,0.4533684,0.2280914,0.007988301,0.01458476,0.01669477,0.00114448],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9791195,0.0001177131,0.01057119,0.007360598,0.001372408,0.0006794826,0.00002716055,0.000005742399,0.0007462382],"genre_scores_gemma":[0.9972957,0.0001027846,0.001018806,0.001083547,0.000105057,0.000006052702,2.052389e-7,0.00001372929,0.0003741187],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4120485,"threshold_uncertainty_score":0.4030442,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01612265145789275,"score_gpt":0.3027128065863238,"score_spread":0.286590155128431,"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."}}