{"id":"W4411472492","doi":"10.7771/3067-4883.1242","title":"Exploring Fire Safety Challenges on Construction Sites: Insights from Stakeholders","year":2025,"lang":"en","type":"article","venue":"CIB Conferences","topic":"Evacuation and Crowd Dynamics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada; University of Alberta","funders":"","keywords":"Fire safety; Business; Environmental planning; Construction engineering; Engineering; Risk analysis (engineering); Environmental science","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":[0.00002997228,0.0001224476,0.0001343701,0.00007848282,0.00007351628,0.00004558761,0.000101313,0.00006033828,0.00007862895],"category_scores_gemma":[0.00002461252,0.0001179008,0.00003069586,0.0001003613,0.00004330302,0.0001662853,0.00001228022,0.0001232084,0.00003768659],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004329037,"about_ca_system_score_gemma":0.00003652655,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001801229,"about_ca_topic_score_gemma":0.0001988016,"domain_scores_codex":[0.9994373,0.00002122889,0.0001620754,0.0001682982,0.0001033809,0.0001077088],"domain_scores_gemma":[0.999637,0.0001117015,0.00002021708,0.0001563737,0.0000390006,0.00003567682],"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":[0.00002512509,0.00003195637,0.001376855,0.0001182258,0.0001885976,0.000004885024,0.003684655,0.009521364,0.000915698,0.3580288,0.0002374095,0.6258664],"study_design_scores_gemma":[0.00312091,0.0001962554,0.1492448,0.001996444,0.0001734304,0.000002191581,0.06641992,0.5731972,0.01616581,0.06266708,0.1248594,0.001956654],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8958454,0.001779613,0.003132819,0.0004152811,0.00114615,0.0001016336,0.00001797123,0.0004130467,0.09714814],"genre_scores_gemma":[0.9954028,0.004169113,0.000200331,0.00004358685,0.00004373955,0.00002067221,0.0000335963,0.000007875078,0.00007831452],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6239098,"threshold_uncertainty_score":0.4807857,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2099908501084649,"score_gpt":0.2540772689526439,"score_spread":0.04408641884417897,"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."}}