{"id":"W2001173341","doi":"10.1139/l08-105","title":"Equivalent uniform moment diagram factor for structural concrete columns","year":2009,"lang":"en","type":"article","venue":"Canadian Journal of Civil Engineering","topic":"Structural Load-Bearing Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lakehead University","funders":"","keywords":"Curvature; Moment (physics); Structural engineering; Bending moment; Diagram; Column (typography); Bending; Row; Mathematics; Geometry; Engineering; Physics; Computer science; Statistics; Classical mechanics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.0001090452,0.0002470974,0.0003847966,0.0004364675,0.00007678033,0.0001116931,0.0002925842,0.00009539455,0.0001707466],"category_scores_gemma":[0.00008316496,0.0002491153,0.0002460736,0.0002399573,0.00001857766,0.0002113999,0.000005102802,0.0002902074,0.000002341605],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006140168,"about_ca_system_score_gemma":0.0001450259,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001884455,"about_ca_topic_score_gemma":0.006360328,"domain_scores_codex":[0.9986392,0.000005791411,0.0004604707,0.0001154685,0.0001934521,0.0005855937],"domain_scores_gemma":[0.998808,0.00004758548,0.00008354845,0.0001777375,0.0001325925,0.0007505602],"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":[0.00001299717,7.512574e-7,0.0007387293,0.000159529,0.0005656696,0.0001214504,0.0009391014,0.9409411,0.04379793,0.001060198,0.002077558,0.009585012],"study_design_scores_gemma":[0.002727462,0.0008299667,0.04543422,0.0005470146,0.0004524979,0.0005685497,0.000188339,0.8552924,0.04200254,0.0008453295,0.0490758,0.002035921],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9592152,0.002639217,0.03399598,0.000268482,0.002409071,0.0003399837,0.0001852995,0.0001678843,0.0007788864],"genre_scores_gemma":[0.9980127,0.00002557965,0.001488339,0.0000329065,0.0003487219,0.000002835342,0.000005746044,0.00003996245,0.00004320093],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08564871,"threshold_uncertainty_score":0.9999961,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009505310859722066,"score_gpt":0.2026231027596124,"score_spread":0.1931177918998903,"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."}}