{"id":"W4307273073","doi":"10.3390/ma15217457","title":"Novel Apex Connection for Light Wood Frame Panelized Roof","year":2022,"lang":"en","type":"article","venue":"Materials","topic":"Innovations in Concrete and Construction Materials","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Roof; Connection (principal bundle); Finite element method; Structural engineering; Frame (networking); Folding (DSP implementation); Computer science; Process (computing); Engineering; Mechanical 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000324176,0.0001293857,0.0002251304,0.0001100992,0.0002362624,0.0001002149,0.0001264127,0.00006072502,0.003759583],"category_scores_gemma":[0.00002902652,0.0001441888,0.00003886513,0.0001557639,0.00001273697,0.00009140325,0.00004747213,0.00005165496,0.0000341814],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008422274,"about_ca_system_score_gemma":0.000016014,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009497633,"about_ca_topic_score_gemma":4.795759e-7,"domain_scores_codex":[0.9991335,0.00003001829,0.000367277,0.000155809,0.0001139366,0.0001995051],"domain_scores_gemma":[0.9996287,0.00003453044,0.00006709265,0.0001937479,0.00005592235,0.00001997927],"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":[0.00004429044,0.000006675029,0.000001446409,0.00004848163,0.00003618547,4.244645e-7,0.00007739701,0.0008096491,0.9880688,0.008036193,0.002392266,0.0004782354],"study_design_scores_gemma":[0.0007093176,0.00004533735,0.00001786629,0.000006127944,0.00001946275,0.00003834924,0.0002204524,0.0002935532,0.827819,0.001008069,0.1696144,0.0002080561],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9778247,0.00002957368,0.009503552,0.0001777545,0.009194937,0.0005119957,0.0005794912,0.0005321745,0.001645798],"genre_scores_gemma":[0.995389,0.000004100253,0.002743536,0.00017372,0.0005109498,0.0007469267,0.0001513174,0.00004595186,0.0002344599],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1672221,"threshold_uncertainty_score":0.9971511,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01518024448330181,"score_gpt":0.2183171543999049,"score_spread":0.2031369099166031,"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."}}