{"id":"W7117940693","doi":"","title":"Встановлення закономірностей формування властивостей вогнестійких біокомпозитів на основі гібридного вяжучого","year":2025,"lang":"en","type":"article","venue":"The Scientific Issues of Ternopil Volodymyr Hnatiuk National Pedagogical University Series pedagogy","topic":"Environmental and Industrial Safety","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Biocomposite; Gypsum; Intumescent; Absorption of water; Coating; Moisture; Charring; Sawdust","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":[0.0005020794,0.0003581152,0.0003334956,0.001190655,0.00075117,0.00182678,0.0002845817,0.0006051724,0.008576111],"category_scores_gemma":[0.001003857,0.0004898938,0.0003252941,0.001272714,0.000953634,0.0008652866,0.0005402175,0.0009214091,0.002742352],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006135029,"about_ca_system_score_gemma":0.001124576,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001471368,"about_ca_topic_score_gemma":0.002349529,"domain_scores_codex":[0.9993326,0.00005609298,0.00003412382,0.0001416483,0.0003281441,0.0001073098],"domain_scores_gemma":[0.9995494,0.0001043077,0.00007774897,0.00007199607,0.0001565876,0.00003992834],"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":[0.0002833652,0.0001077746,0.003570516,0.0006009905,0.00003185051,0.001587077,0.001723575,0.00384578,0.6374658,0.109935,0.00161863,0.2392296],"study_design_scores_gemma":[0.00007149143,0.0003968322,0.01483059,0.0001659047,0.0001003394,0.002894038,0.001672293,0.006329147,0.6337289,0.0547613,0.2847953,0.000253936],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4527947,0.02309243,0.3067711,0.001240859,0.0009041775,0.000304976,0.0009999507,0.0007366683,0.213155],"genre_scores_gemma":[0.8665201,0.006893691,0.09660865,0.00006506153,0.00007826601,0.0002225257,0.0002534298,0.000207197,0.02915109],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008576111,"threshold_uncertainty_score":0.02868998,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04311659542815278,"score_gpt":0.3089482673677587,"score_spread":0.2658316719396059,"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."}}