{"id":"W4391424944","doi":"10.1007/978-3-031-35471-7_21","title":"Performance of Timber-Steel Dowel Connections Reinforced with Self-tapping Screws Under Monotonic and Cyclic Loading","year":2024,"lang":"en","type":"book-chapter","venue":"Lecture notes in civil engineering","topic":"Tree Root and Stability Studies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Dowel; Tapping; Structural engineering; Monotonic function; Materials science; Engineering; Mathematics; Mechanical engineering; Mathematical analysis","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000104188,0.0005690304,0.0006532631,0.0004505584,0.00005725573,0.00003918127,0.0001229311,0.0003477994,0.00002516184],"category_scores_gemma":[0.0000241116,0.0005367285,0.0001044286,0.000152587,0.00005090918,0.0001134869,0.00007882802,0.0008843977,0.000008028046],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002460558,"about_ca_system_score_gemma":0.00002458093,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001328509,"about_ca_topic_score_gemma":0.002252036,"domain_scores_codex":[0.9985881,0.000002987969,0.0004473737,0.0003780947,0.0001954743,0.0003879138],"domain_scores_gemma":[0.999217,0.0002944528,0.00005589976,0.0003264068,0.00003886758,0.00006739936],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000009670691,0.000002432565,0.0002136008,0.002000983,0.0003516605,0.000008500866,0.0006684924,0.9931225,0.0007145016,0.002503076,0.000006146977,0.0003984274],"study_design_scores_gemma":[0.0006123733,0.000165549,0.001441514,0.003872357,0.0003032062,0.00007155564,0.00001996703,0.9852019,0.001590075,0.0006159864,0.004797887,0.001307647],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4010293,0.06049385,0.1957699,0.0003641691,0.003260767,0.003503607,0.0001514664,0.006197488,0.3292294],"genre_scores_gemma":[0.9968401,0.0006434856,0.001166429,0.000006371238,0.0001231024,0.00003749568,0.000008984865,0.0001679686,0.001006123],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5958107,"threshold_uncertainty_score":0.9997084,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007247277027875882,"score_gpt":0.1843061479862099,"score_spread":0.177058870958334,"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."}}