{"id":"W4380449592","doi":"10.52202/069179-0028","title":"AN EXPERIMENTAL INVESTIGATION OF FAILURE MODES IN SHORT SPAN FRP REINFORCED GLULAM BEAMS","year":2023,"lang":"en","type":"article","venue":"","topic":"Wood Treatment and Properties","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Fibre-reinforced plastic; Brittleness; Structural engineering; Materials science; Reinforcement; Shear (geology); Stiffness; Failure mode and effects analysis; Bending; Tension (geology); Flexural strength; Span (engineering); Composite material; Ultimate tensile strength; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.000646341,0.0004921952,0.000197464,0.0004022585,0.0003800227,0.00008716629,0.0005908962,0.0005798048,0.00305615],"category_scores_gemma":[0.0007631461,0.0002734103,0.000262539,0.0002169454,0.0004567387,0.0003607085,0.0003196924,0.0003310106,0.0002994907],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00019017,"about_ca_system_score_gemma":0.0001531785,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001145958,"about_ca_topic_score_gemma":0.003234512,"domain_scores_codex":[0.9996064,0.0000650365,0.00002664324,0.00006917588,0.0001634617,0.00006918037],"domain_scores_gemma":[0.9988003,0.0004857178,0.0001798414,0.0001836803,0.0002889831,0.00006152032],"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":[0.0002381604,0.0001798983,0.00302002,0.00007288781,0.000007294779,0.0001232873,0.0003037658,0.001960902,0.9900839,0.00004089591,0.0000353652,0.00393357],"study_design_scores_gemma":[0.00002561094,0.009688667,0.04170267,0.0000230282,0.0000256378,0.0001899585,0.0004029175,0.005540671,0.9415046,0.00005624017,0.0008081854,0.00003185717],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982001,0.00005151973,0.001390888,0.000004919515,0.00000336746,0.0000196554,0.00005677768,0.00001972569,0.0002530777],"genre_scores_gemma":[0.9967091,0.00008852662,0.002039057,0.000009384288,0.000002554374,0.00003912914,0.0000762395,0.000007350697,0.001028718],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00305615,"threshold_uncertainty_score":0.01022381,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02187266241159076,"score_gpt":0.2285211919757463,"score_spread":0.2066485295641556,"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."}}