{"id":"W2604969618","doi":"10.1061/9780784480410.032","title":"Retrofitting of Flange Notched Wood I-Joists with Glass Fiber Reinforced Polymer (GFRP) Plates","year":2017,"lang":"en","type":"article","venue":"Structures Congress 2017","topic":"Tree Root and Stability Studies","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Okanagan University College; University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Flange; Materials science; Composite material; Fibre-reinforced plastic; Structural engineering; Brittleness; Tension (geology); Compression (physics); Engineering","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":[0.00008110737,0.0002863206,0.0004486953,0.00006041655,0.0003324871,0.0001104765,0.0004695472,0.0001373644,0.00009456966],"category_scores_gemma":[0.0001222073,0.0002185415,0.00008776112,0.00003481401,0.0003048925,0.0002390082,0.0001204006,0.0002142412,0.00001024158],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002707082,"about_ca_system_score_gemma":0.00001842714,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001327435,"about_ca_topic_score_gemma":0.001384997,"domain_scores_codex":[0.9988539,0.00001399707,0.0002789656,0.0002401749,0.0002477464,0.0003652739],"domain_scores_gemma":[0.9986133,0.00007847571,0.0002070704,0.0009279568,0.00009327586,0.00007994771],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00185643,0.0000466394,0.7594467,0.004150216,0.005600702,0.0003894021,0.01404534,0.007295648,0.1184973,0.01209937,0.02051148,0.05606075],"study_design_scores_gemma":[0.002478384,0.0001629642,0.781918,0.0002766864,0.0001513981,0.00002682264,0.0002841801,0.001695465,0.2099164,0.0002721639,0.001908076,0.0009094754],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9873102,0.0008598213,0.00002986714,0.0000829829,0.0006514116,0.0001784426,0.00006685329,0.0001536158,0.01066677],"genre_scores_gemma":[0.9977214,0.0000143563,0.0002483174,0.000005458654,0.0001365515,0.00001082095,0.00001162502,0.00003853058,0.001812937],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09141902,"threshold_uncertainty_score":0.8911863,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01444415335018666,"score_gpt":0.2380626421937483,"score_spread":0.2236184888435617,"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."}}