{"id":"W6910299032","doi":"10.4224/20374089","title":"Full-scale experiments to investigate a smoldering sofa fire incident","year":2009,"lang":"en","type":"article","venue":"NPARC","topic":"Fire dynamics and safety research","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Fire investigation; Fire safety; Fire detection; Window (computing); Firefighting","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009724711,0.0001277585,0.0001329917,0.00006174852,0.00006197223,0.00005104771,0.0002034609,0.00005363399,0.000135813],"category_scores_gemma":[0.00001532377,0.0001345106,0.00004253095,0.0001798842,0.00001549308,0.00007419032,0.00005713533,0.0001477049,0.0001527358],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001004086,"about_ca_system_score_gemma":0.00001429632,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001146727,"about_ca_topic_score_gemma":0.00001426284,"domain_scores_codex":[0.9990565,0.00001055263,0.0001595666,0.0001676186,0.0002405891,0.0003651542],"domain_scores_gemma":[0.9994778,0.00001061794,0.000008699402,0.0002438655,0.0000223484,0.0002366615],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002757369,0.00004045728,0.0004468258,0.00003247691,0.00002127101,0.00004322161,0.001593577,0.01273305,0.9173654,0.0005014456,0.00603212,0.06116254],"study_design_scores_gemma":[0.001063096,0.0006524205,0.03727554,0.0002387349,0.00001307586,0.00004004181,0.000250855,0.864635,0.06904899,0.008272183,0.01738101,0.001129033],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9815292,0.00007206414,0.001017447,0.0007926936,0.0001310888,0.0001636877,0.000004456997,0.0001990862,0.01609031],"genre_scores_gemma":[0.9950402,0.00003095451,0.004233653,0.0002318096,0.00006209695,0.00002358411,0.000005750737,0.00002401259,0.0003478843],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8519019,"threshold_uncertainty_score":0.5485182,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0145398566469987,"score_gpt":0.2525143829034224,"score_spread":0.2379745262564237,"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."}}