{"id":"W4412699894","doi":"10.11159/ffhmt25.197","title":"Computational Simulation of Heat Source Influence on Particulate Behavior and Deposition in Indoor Residential Room","year":2025,"lang":"en","type":"article","venue":"Proceedings of the ... International Conference on Fluid Flow, Heat and Mass Transfer","topic":"Wind and Air Flow Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Particulates; Deposition (geology); Environmental science; Computer science; Chemistry; Geology","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":[0.0003323016,0.0003897543,0.000686751,0.0004014118,0.0006284176,0.0008355603,0.0006616265,0.001299495,0.001936968],"category_scores_gemma":[0.001111154,0.0002707668,0.0006400318,0.0004585417,0.0006842769,0.0003731161,0.0006204259,0.0005569503,0.0001446737],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006503273,"about_ca_system_score_gemma":0.0008075548,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02028095,"about_ca_topic_score_gemma":0.009230631,"domain_scores_codex":[0.9998682,0.00003834243,0.000007029273,0.00001837069,0.00002808965,0.00003999412],"domain_scores_gemma":[0.9993991,0.0003979839,0.00004487385,0.00002962258,0.00007165838,0.00005684072],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001018336,0.00008359348,0.003349749,0.00003326413,0.0000174051,0.0001533753,0.00005562645,0.9923339,0.001162161,0.0009499594,0.0001824203,0.001576795],"study_design_scores_gemma":[0.00001038145,0.00002590192,0.0008269823,0.000002943873,0.000003721589,0.000007048057,0.00003207713,0.9986259,0.0002323245,0.0001317423,0.00009719434,0.00000389728],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9768321,0.0001726957,0.01277315,0.0002297593,0.00006449554,0.00004664386,0.0003616268,0.0001367678,0.009382796],"genre_scores_gemma":[0.9955329,0.00005777487,0.00275954,0.00002272294,0.000008263805,0.00003293386,0.0001400276,0.00001662589,0.001429245],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02028095,"threshold_uncertainty_score":0.04032582,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01157963726382817,"score_gpt":0.2451144294218825,"score_spread":0.2335347921580543,"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."}}