{"id":"W2405810725","doi":"10.18260/1-2--17378","title":"A Scale Dynamic Model for Fire Protection Education","year":2020,"lang":"en","type":"article","venue":"","topic":"Education, Safety, and Science Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Downtown; Modular design; Capstone; Computer science; Building information modeling; Scale (ratio); Architectural engineering; Building design; Outreach; Documentation; Built environment; Simulation; Transport engineering; Systems engineering; Engineering; Civil engineering; Computer security; Operations management","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":[0.0002463626,0.00004353933,0.00005518078,0.00001479647,0.0007743832,0.00003967814,0.0001044573,0.00003035265,0.00003988923],"category_scores_gemma":[0.0002280204,0.00003459324,0.00003502923,0.0002269437,0.0001096531,0.0002078221,0.000009808005,0.00003019678,0.00001491972],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006815383,"about_ca_system_score_gemma":0.000581583,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006899419,"about_ca_topic_score_gemma":0.0040359,"domain_scores_codex":[0.9994497,0.00002481088,0.00008804744,0.0001599211,0.0001389673,0.0001385786],"domain_scores_gemma":[0.999676,0.00002200861,0.00003161368,0.00004951784,0.0001431708,0.00007767756],"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":[0.00002730403,0.0002479056,0.002086229,0.00007838724,0.00001273225,1.794192e-8,0.461826,0.0006386645,0.0006756312,0.01832592,0.0324303,0.4836509],"study_design_scores_gemma":[0.0001930755,0.00009217983,0.003170268,0.00001677452,0.00002035514,1.761103e-7,0.2002979,0.7104929,0.00007428113,0.04220526,0.04314578,0.0002910429],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2039056,0.00018879,0.2216548,0.4936236,0.001539119,0.002543575,0.000008929603,0.0003459619,0.0761897],"genre_scores_gemma":[0.9798507,0.00009088767,0.004252966,0.0008314116,0.0002705023,0.0002094018,0.000002293694,0.000003642196,0.01448816],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7759452,"threshold_uncertainty_score":0.5956008,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07106614252587648,"score_gpt":0.3778790945601943,"score_spread":0.3068129520343178,"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."}}