{"id":"W4417467313","doi":"10.1016/j.compstruct.2025.119976","title":"Effectiveness of fire protection systems on GFRP-Reinforced concrete beams","year":2025,"lang":"en","type":"article","venue":"Composite Structures","topic":"Fire effects on concrete materials","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Carleton University","funders":"American University of Sharjah","keywords":"Deflection (physics); Fire protection; Intumescent; Fibre-reinforced plastic; Limiting; Flexural strength; Coating; Beam (structure); Fire performance","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":[0.0001988275,0.0002365297,0.0004275474,0.0001281942,0.00006491211,0.00006375305,0.0001878311,0.0001509545,0.00001239484],"category_scores_gemma":[0.00004224164,0.0002156116,0.00007371198,0.0001943578,0.00005400867,0.00006662025,0.00003675982,0.0001458894,0.000007565405],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009356338,"about_ca_system_score_gemma":0.00001476916,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001029105,"about_ca_topic_score_gemma":1.277027e-7,"domain_scores_codex":[0.9989883,0.0001796048,0.000285425,0.0001961106,0.0001539398,0.0001965877],"domain_scores_gemma":[0.99927,0.000240766,0.00006136255,0.0003296415,0.00006109054,0.00003718508],"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":[0.0001966927,3.100783e-7,0.00002251423,0.002799359,0.000128061,0.000002595771,0.00003282247,0.103706,0.8881995,0.004091267,0.00008742321,0.0007334332],"study_design_scores_gemma":[0.0006386526,0.0001422688,0.004412801,0.0008639658,0.00003507356,0.000005574835,0.00000539467,0.05136851,0.9418974,0.0001282827,0.0002934024,0.0002087079],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9902669,0.000375312,0.003246912,0.000005016142,0.002462836,0.001079772,0.00003298236,0.000372111,0.002158218],"genre_scores_gemma":[0.9996403,0.000005329054,0.00009953182,0.000009833214,0.00006525144,0.00008244305,0.00002291074,0.00002978885,0.00004457778],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05369784,"threshold_uncertainty_score":0.8792386,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004770705415642056,"score_gpt":0.2121774048292475,"score_spread":0.2074066994136055,"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."}}