{"id":"W52227502","doi":"","title":"RECENT DEVELOPMENT IN FIRE SUPPRESSION SYSTEMS","year":2001,"lang":"en","type":"article","venue":"NPARC","topic":"Fire dynamics and safety research","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mist; Environmental science; Fire protection; Engineering; Meteorology; Civil engineering; Geography","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001307013,0.00006189454,0.00008008299,0.00004351544,0.00002516308,0.00001815891,0.00009050976,0.00004657473,0.0001835767],"category_scores_gemma":[0.000009081328,0.00005693424,0.000009567651,0.0001419186,0.000005662388,0.00003323374,0.00002641285,0.000113893,0.00006882779],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001187891,"about_ca_system_score_gemma":0.00001774989,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006001253,"about_ca_topic_score_gemma":0.00002019225,"domain_scores_codex":[0.9994058,0.00001265466,0.000135203,0.0000834375,0.0001500664,0.0002128437],"domain_scores_gemma":[0.9998046,0.00001582481,0.000005188727,0.0001078974,0.00001751417,0.00004902108],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0000372874,0.00008222523,0.01142086,0.000194543,0.00002538779,0.0001729159,0.0008078372,0.04540615,0.02044578,0.0009177258,0.0102434,0.9102459],"study_design_scores_gemma":[0.000215602,0.000007608905,0.007848229,0.00008559384,5.033464e-7,0.000008049284,0.00003466397,0.6317068,0.0003360793,0.00008179861,0.3595604,0.0001146756],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9367239,0.0005694398,0.0003098671,0.00022462,0.0003740827,0.000168786,0.000001975833,0.0001011716,0.06152618],"genre_scores_gemma":[0.9972563,0.001727051,0.0003542928,0.000005194925,0.00002462226,0.00002566942,0.00001183389,0.00001415294,0.0005808509],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9101312,"threshold_uncertainty_score":0.2321711,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01611335994406683,"score_gpt":0.237342027175131,"score_spread":0.2212286672310642,"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."}}