{"id":"W7094024084","doi":"","title":"Defining patterns in the fire protection of wood with reactive coating","year":2024,"lang":"en","type":"article","venue":"The Scientific Issues of Ternopil Volodymyr Hnatiuk National Pedagogical University Series pedagogy","topic":"Flame retardant materials and properties","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Fire protection; Coating; Thermal protection; Fire investigation; Work (physics)","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":[0.00166325,0.0001678502,0.0002588281,0.0001721765,0.0003436072,0.0002022657,0.0006620529,0.00007423003,0.0003497532],"category_scores_gemma":[0.0001618174,0.0000933801,0.00007363466,0.0004895685,0.0008314982,0.0006029747,0.0001736141,0.0001922806,0.00002887369],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007412302,"about_ca_system_score_gemma":0.0002408448,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001195272,"about_ca_topic_score_gemma":0.0005760352,"domain_scores_codex":[0.997779,0.0003716911,0.0003143849,0.0003823531,0.0009166169,0.0002359128],"domain_scores_gemma":[0.9989055,0.0002811874,0.0001930567,0.000239737,0.000354327,0.00002618099],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001988862,0.000435496,0.00203471,0.001289154,0.0001369212,0.0001380143,0.08524084,0.002307903,0.7410254,0.1604141,0.0006307385,0.004357775],"study_design_scores_gemma":[0.002141795,0.003239228,0.02142938,0.002560618,0.0003063877,0.000427313,0.1810496,0.007694712,0.6750448,0.01161322,0.09295801,0.00153493],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946172,0.0003941152,0.0001308376,0.002495274,0.0003208015,0.0003433016,0.0001852197,0.00004785998,0.001465359],"genre_scores_gemma":[0.9966561,0.00003065203,0.0002503768,0.00001666392,0.00005905053,0.000005435106,0.00002850267,0.000009376859,0.002943833],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1488009,"threshold_uncertainty_score":0.3829553,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05439456707824065,"score_gpt":0.2961987488226016,"score_spread":0.2418041817443609,"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."}}