{"id":"W4387543658","doi":"10.1145/3616195.3616220","title":"FASS: Firefighter Audio Safety Systems","year":2023,"lang":"en","type":"article","venue":"","topic":"Evacuation and Crowd Dynamics","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Seneca Polytechnic","funders":"","keywords":"Situation awareness; Affordance; Firefighting; Noise (video); Computer science; Orientation (vector space); Binaural recording; Applied psychology; Human–computer interaction; Psychology; Engineering; Speech recognition; Artificial intelligence","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007779855,0.0009077183,0.0003365254,0.001070713,0.0004978962,0.0009786162,0.0008699259,0.0009853495,0.03897686],"category_scores_gemma":[0.001285627,0.0002123811,0.0002613886,0.0003421549,0.0003089787,0.0013516,0.00127363,0.0005141108,0.01607075],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005322846,"about_ca_system_score_gemma":0.0006382731,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002103975,"about_ca_topic_score_gemma":0.001777577,"domain_scores_codex":[0.999652,0.00005016412,0.00003140119,0.00005551869,0.0001677416,0.0000430707],"domain_scores_gemma":[0.9994971,0.00009228806,0.00004158583,0.0000670474,0.0002271149,0.00007493985],"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":[0.002242263,0.000450207,0.004567878,0.001052691,0.00007988028,0.0009402081,0.000983591,0.005785796,0.09953432,0.01026704,0.1784035,0.6956925],"study_design_scores_gemma":[0.0006209601,0.001829748,0.01127299,0.00049817,0.0001104138,0.002211903,0.0006078588,0.07000495,0.05551132,0.008166779,0.849001,0.0001637416],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.1153834,0.005351578,0.4957593,0.002968736,0.002581492,0.001676115,0.008662201,0.1731083,0.1945089],"genre_scores_gemma":[0.6406845,0.003020327,0.1308958,0.002036277,0.0006533193,0.0009111852,0.0089109,0.001375162,0.2115124],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.03897686,"threshold_uncertainty_score":0.1303905,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008719870019501965,"score_gpt":0.200123382564623,"score_spread":0.191403512545121,"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."}}