{"id":"W4407119372","doi":"","title":"Experimental study of fire extinguishing in military land vehicles","year":2024,"lang":"en","type":"dissertation","venue":"theses.fr (ABES)","topic":"Fire dynamics and safety research","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Aeronautics; Environmental science; Architectural engineering; Engineering; Transport engineering; Geography; Forensic engineering; Civil engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0004054603,0.0003615382,0.0004706617,0.0002677637,0.0004961771,0.0003764898,0.0005947537,0.000519024,0.003082521],"category_scores_gemma":[0.0005193249,0.000191289,0.0004251283,0.0001763247,0.0002721115,0.0003624211,0.0003798568,0.0004844583,0.0004201249],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003996076,"about_ca_system_score_gemma":0.0005514083,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002763577,"about_ca_topic_score_gemma":0.003485065,"domain_scores_codex":[0.9996841,0.00004584509,0.00001865481,0.00007889965,0.00009018704,0.00008223693],"domain_scores_gemma":[0.9997229,0.00006673155,0.00003951057,0.00003932303,0.00009377277,0.0000376148],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.002253845,0.002024219,0.007153482,0.0004411043,0.0000654438,0.0001898775,0.0003476684,0.006471625,0.9546168,0.0005410365,0.0002361568,0.02565877],"study_design_scores_gemma":[0.00009741828,0.02718835,0.01557961,0.00004392577,0.0001196778,0.0001766586,0.00061578,0.0144236,0.9362161,0.0004131314,0.005074349,0.00005153071],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940441,0.0003729002,0.004098993,0.00002961265,0.00003890297,0.0001240956,0.0001279366,0.00002632834,0.001137066],"genre_scores_gemma":[0.9881242,0.0007276598,0.004982821,0.00003886573,0.00001140811,0.0001967595,0.0002718022,0.00001680199,0.005629731],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003082521,"threshold_uncertainty_score":0.01031202,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01380842536987095,"score_gpt":0.2838812731435086,"score_spread":0.2700728477736377,"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."}}