{"id":"W2884679155","doi":"10.3130/aijs.83.1031","title":"ESTABLISHING STRUCTURAL PROPERTY AND DESIGN METHOD FOR I-SHAPED WOODEN BEAM","year":2018,"lang":"en","type":"article","venue":"Journal of Structural and Construction Engineering (Transactions of AIJ)","topic":"Structural Analysis and Optimization","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Joist; Structural engineering; Beam (structure); Diagonal; Engineering; Deflection (physics); Mathematics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001796885,0.0002213313,0.0003942429,0.0002891043,0.0001588449,0.0000883697,0.0001075011,0.0001121379,0.0000486133],"category_scores_gemma":[0.00003564212,0.0001546933,0.0001185118,0.0002622959,0.0001129832,0.0007313925,0.000006979218,0.0002131066,9.617278e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003992058,"about_ca_system_score_gemma":0.00001969694,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001451037,"about_ca_topic_score_gemma":0.000002265119,"domain_scores_codex":[0.998896,0.00001875635,0.0005660809,0.0001508887,0.0001717664,0.0001965298],"domain_scores_gemma":[0.9991244,0.0001158195,0.0001839992,0.00009255051,0.0003673192,0.0001159245],"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":[0.0002124316,0.000004486089,0.0003049312,0.0003342681,0.0006770429,0.000002223185,0.0008766046,0.6026367,0.1479928,0.0004598913,0.00004768898,0.246451],"study_design_scores_gemma":[0.0009911556,0.0003031693,0.002397573,0.0000949014,0.0002530109,0.001246527,0.0003228811,0.9626113,0.03046699,0.0007506339,0.0002474832,0.0003143972],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2740105,0.0004325642,0.7246647,0.00004441016,0.0006550655,0.0001312216,0.00001392349,0.00004136812,0.000006260117],"genre_scores_gemma":[0.6475688,0.0001294482,0.3520528,0.000004993215,0.0002098789,0.000002739702,0.000001755662,0.00001882019,0.00001074357],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.3735583,"threshold_uncertainty_score":0.6308209,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009770990751417965,"score_gpt":0.2176104557377341,"score_spread":0.2078394649863162,"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."}}