{"id":"W4393280067","doi":"10.1038/s41598-024-57999-8","title":"The influence of UV radiation on the properties of GFRP laminates in underwater conditions","year":2024,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Material Properties and Applications","field":"Materials Science","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Silesian University of Technology","keywords":"Fibre-reinforced plastic; Materials science; Degradation (telecommunications); Composite material; Polymer; Bending; Flexural strength; Polyester; Radiation; Ultraviolet; Composite number; Glass fiber; Composite laminates; Irradiation; Underwater; Ultraviolet radiation; Chemistry; Optics","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":[0.001314795,0.00005924895,0.00007830648,0.00005201109,0.0002437732,0.0002657481,0.000160092,0.00002147745,0.0001023955],"category_scores_gemma":[0.0001153677,0.00002667578,0.00002866587,0.0002487022,0.0005628822,0.000128657,0.00004804281,0.00004082577,0.00003500215],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001922169,"about_ca_system_score_gemma":0.000078272,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001261368,"about_ca_topic_score_gemma":0.00002862427,"domain_scores_codex":[0.9989606,0.00005558273,0.000394736,0.0002262967,0.0002380884,0.0001247338],"domain_scores_gemma":[0.9992754,0.00006631474,0.0001246048,0.0004355018,0.00008356289,0.00001455805],"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":[0.000003497696,0.00001715154,0.00005267057,0.00004292363,0.000001938879,0.00000222801,0.0005091155,0.0008354894,0.9912891,0.00616408,0.0009582075,0.0001235737],"study_design_scores_gemma":[0.00001425222,0.00001340692,0.001365043,0.0001403072,0.000004149208,0.000006162298,0.000188082,0.0002267783,0.9791111,0.01111524,0.007773875,0.00004154736],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970388,0.0002008942,0.000004253999,0.001096539,0.000977218,0.0002958653,0.000006735511,0.00002057275,0.0003591664],"genre_scores_gemma":[0.9987065,0.00001126329,0.000007613962,0.00001423482,0.0000150294,0.00008196177,0.000003938257,0.000004909899,0.00115458],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01217797,"threshold_uncertainty_score":0.2562615,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01836209032931521,"score_gpt":0.2432759499510204,"score_spread":0.2249138596217052,"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."}}