{"id":"W2349068007","doi":"","title":"Brief Talk about New Fire Fighting Technology and Equipment in Foreign Countries","year":2010,"lang":"en","type":"article","venue":"Linye jixie","topic":"Fire Detection and Safety Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Aeronautics; Engineering; Firefighting; Architectural engineering; Forensic engineering; Geography; Cartography","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000982269,0.0001169284,0.0001586681,0.0001402854,0.00005065591,0.00003564265,0.00008570965,0.0002009355,0.000100431],"category_scores_gemma":[0.00003649671,0.0001169751,0.00002117963,0.0001839767,0.0000359663,0.00007652172,0.00003005806,0.0002953027,0.00003490834],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002624232,"about_ca_system_score_gemma":0.0000155967,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009635661,"about_ca_topic_score_gemma":0.0003809287,"domain_scores_codex":[0.9993262,0.000005045003,0.000220545,0.0001429194,0.00008241797,0.0002229071],"domain_scores_gemma":[0.99971,0.00002896269,0.00002479629,0.0001619307,0.00001422977,0.00006013648],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001352297,0.0001253402,0.08991799,0.002145555,0.0002847647,0.0004183354,0.007418546,0.004933991,0.1167999,0.1095724,0.02830357,0.6399444],"study_design_scores_gemma":[0.001136351,0.00006401558,0.007585386,0.0001310306,0.000008384868,0.0001335776,0.0002622881,0.04448458,0.01484658,0.002643951,0.9282805,0.000423398],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9848812,0.001241308,0.000627162,0.0004884471,0.0007741203,0.0002151888,0.000006004513,0.0005300085,0.01123662],"genre_scores_gemma":[0.9983573,0.00008573169,0.0004081843,0.00005921264,0.0001688318,0.00001652263,0.000003203868,0.00002161232,0.0008794173],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8999769,"threshold_uncertainty_score":0.4770104,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004898812279437599,"score_gpt":0.1973276336552747,"score_spread":0.1924288213758371,"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."}}