{"id":"W4324145132","doi":"10.3397/in_2022_0440","title":"A comparison of numerical approaches to quantity sound insulation of lightweight wooden floor structures","year":2023,"lang":"en","type":"article","venue":"NOISE-CON proceedings","topic":"Acoustic Wave Phenomena Research","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Chicoutimi","funders":"","keywords":"Soundproofing; Finite element method; Acoustics; Octave (electronics); Artificial neural network; Computer simulation; Structural engineering; Computer science; Engineering; Simulation; Artificial intelligence","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":[0.0002539001,0.0001792985,0.0004247208,0.0003500403,0.00004718165,0.00003473979,0.0002891226,0.0001180844,0.00005035656],"category_scores_gemma":[0.0001867783,0.0001719613,0.0000607164,0.001053557,0.00006123443,0.0001673192,0.00011688,0.0002165964,0.00005800611],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007780855,"about_ca_system_score_gemma":0.00002335997,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002692637,"about_ca_topic_score_gemma":0.000001467355,"domain_scores_codex":[0.9984851,0.000007157767,0.0004567923,0.0002475999,0.0004598239,0.0003434774],"domain_scores_gemma":[0.9994433,0.0000597302,0.00008710557,0.0001323648,0.0001489168,0.0001286168],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002677113,0.0002678527,0.2533183,0.004654234,0.0003924151,0.000001741859,0.02388829,0.08163355,0.5932783,0.03139348,0.006026547,0.004877567],"study_design_scores_gemma":[0.0007078258,0.0002910153,0.3106095,0.00009065289,0.0000627559,0.000002557994,0.002034464,0.5449954,0.1312689,0.009166422,0.0002834972,0.0004870223],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9921474,0.00006886949,0.00486021,0.00007774831,0.0001035502,0.0003812175,0.0000183046,0.0002521569,0.002090531],"genre_scores_gemma":[0.997001,0.000003745344,0.002745366,0.000005446874,0.00009666498,0.00003466923,0.00001181176,0.00004746154,0.00005384839],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4633619,"threshold_uncertainty_score":0.7012379,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1448077271782404,"score_gpt":0.3173434763298492,"score_spread":0.1725357491516087,"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."}}