{"id":"W4399187009","doi":"10.1061/jccof2.cceng-4607","title":"Physical and Mechanical Properties and Durability Characteristics of New Pultruded GFRP Bars with Thermoplastic Resin","year":2024,"lang":"en","type":"article","venue":"Journal of Composites for Construction","topic":"Structural Behavior of Reinforced Concrete","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Pultrusion; Materials science; Durability; Composite material; Fibre-reinforced plastic; Thermoplastic","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":[0.00005781339,0.0001161902,0.0002646985,0.00007517573,0.00002702213,0.00005876611,0.0000468814,0.00004564636,0.000002911608],"category_scores_gemma":[0.00002734847,0.00008058934,0.00004647084,0.00006561263,0.0001170799,0.0002169932,0.00001060333,0.0001533967,1.321953e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003119102,"about_ca_system_score_gemma":0.00003659743,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002211252,"about_ca_topic_score_gemma":2.337283e-7,"domain_scores_codex":[0.9994069,0.0000109039,0.0002807725,0.00008010885,0.000128948,0.00009231819],"domain_scores_gemma":[0.9995878,0.0001059644,0.00008202173,0.00005861677,0.00009155351,0.00007408408],"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":[0.0003401833,9.868173e-7,0.0004946892,0.0003377001,0.000111167,0.000005031958,0.0003052755,0.0001741699,0.9426954,0.0009040037,0.000009069699,0.05462231],"study_design_scores_gemma":[0.001316897,0.001408508,0.01581997,0.0008596769,0.0006241764,0.00361454,0.0001806602,0.06913881,0.9043871,0.00218035,0.000135105,0.0003341789],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9914647,0.0002769643,0.007760403,0.00004453293,0.0002680277,0.0001330435,0.000008887076,0.00003314359,0.00001028228],"genre_scores_gemma":[0.9900835,0.00003139815,0.009739631,0.000001662008,0.0001200773,0.000001382234,0.00000127098,0.00001507291,0.000005995462],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06896464,"threshold_uncertainty_score":0.3286338,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01146786084658634,"score_gpt":0.2087942953411193,"score_spread":0.197326434494533,"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."}}