{"id":"W2588329791","doi":"10.3130/aije.71.1_5","title":"A CALCULATION METHOD FOR PREDICTING HEAT DETECTOR'S RESPONSE","year":2006,"lang":"en","type":"article","venue":"Journal of Environmental Engineering (Transactions of AIJ)","topic":"Fire dynamics and safety research","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Research & Development Corporation","funders":"","keywords":"Detector; Ceiling (cloud); Response time; Mechanics; Computer science; Mathematics; Acoustics; Physics; Optics; Meteorology","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":[0.0004623388,0.0001209441,0.0001997415,0.0002224629,0.00004439947,0.00001168657,0.0001000803,0.00007787361,0.00002565391],"category_scores_gemma":[0.00001744332,0.0001259912,0.0001948189,0.00009908668,0.00001739417,0.0001644047,0.000003721817,0.0002172913,7.304931e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002104137,"about_ca_system_score_gemma":0.00001165269,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001308583,"about_ca_topic_score_gemma":0.000002326589,"domain_scores_codex":[0.999052,0.0000152205,0.0004471245,0.00007414345,0.0002280215,0.0001835257],"domain_scores_gemma":[0.9995381,0.000228844,0.00004888622,0.0001048051,0.00001746108,0.00006187619],"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":[0.00009389888,0.00002987147,0.00005672032,0.00003803964,0.00004504971,0.000002037348,0.0000311367,0.6581268,0.3391146,0.00000399247,0.000008894222,0.002448916],"study_design_scores_gemma":[0.0006667161,0.0002300261,0.01162719,0.0000556762,0.00004718445,0.0000846262,0.00003141643,0.9503183,0.03572898,0.00001699324,0.001070996,0.0001219368],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3091228,0.0002645807,0.6902167,0.00003348682,0.000177699,0.0001001264,0.00004956522,0.00002267176,0.00001238698],"genre_scores_gemma":[0.9544175,0.0000647194,0.04534278,0.00000115461,0.00007921821,0.00000681199,0.00000272949,0.00003848655,0.00004657129],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6452947,"threshold_uncertainty_score":0.513777,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004112175939446214,"score_gpt":0.2144740045491883,"score_spread":0.2103618286097421,"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."}}