{"id":"W4400178040","doi":"10.1016/j.proci.2024.105234","title":"Downward water mobility in applied smoldering","year":2024,"lang":"en","type":"article","venue":"Proceedings of the Combustion Institute","topic":"Fire dynamics and safety research","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"Exploratory Research Center on Life and Living Systems, National Institutes of Natural Sciences; Mitacs; Canadian Network for Research and Innovation in Machining Technology, Natural Sciences and Engineering Research Council of Canada; Royal Society; Natural Sciences and Engineering Research Council of Canada; Open University","keywords":"Environmental science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002947022,0.00009359716,0.0001123752,0.0001054195,0.0000403291,0.00005486872,0.0002294428,0.00005938219,0.00001354085],"category_scores_gemma":[0.00001263504,0.00006184078,0.00004960141,0.000271221,0.00007275131,0.0001661707,0.0001096525,0.0002597516,0.00001645185],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001028894,"about_ca_system_score_gemma":0.00001030594,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001330929,"about_ca_topic_score_gemma":0.000009923816,"domain_scores_codex":[0.999306,0.000001102237,0.0001980371,0.0001365927,0.0001654474,0.0001928407],"domain_scores_gemma":[0.9998476,0.000006352474,0.000007834521,0.00007621317,0.00003512158,0.00002690778],"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":[0.00008177644,0.0001431312,0.007782278,0.007133354,0.0001183519,0.000006040364,0.003103443,0.2564871,0.5275808,0.1632598,0.002177633,0.03212629],"study_design_scores_gemma":[0.0006097165,0.00002744948,0.01638058,0.0008241297,0.00003084274,0.00001807799,0.0001642259,0.7909082,0.1561669,0.01485415,0.01952938,0.0004863002],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.984703,0.00007956978,0.0003075038,0.0002756603,0.0005841822,0.0002375667,0.000003692136,0.0001747366,0.01363406],"genre_scores_gemma":[0.9996138,0.00005005446,0.0001560639,0.000007296117,0.00003399701,0.0000339244,0.000002344948,0.000015,0.00008753301],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5344211,"threshold_uncertainty_score":0.2521794,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009921306642961805,"score_gpt":0.2137109312274359,"score_spread":0.2037896245844741,"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."}}