{"id":"W563698676","doi":"","title":"New standard precast concrete bridge beams: stage 1 - identification of new standard beam shapes","year":2003,"lang":"en","type":"article","venue":"Transfund New Zealand research report","topic":"Structural Engineering and Vibration Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Precast concrete; Bridge (graph theory); Beam (structure); Engineering; Construction engineering; Identification (biology); Structural engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006332878,0.0004027524,0.0006901198,0.001851425,0.0007726265,0.001119622,0.001223945,0.0007060458,0.004355426],"category_scores_gemma":[0.009300034,0.0005168247,0.0005470294,0.001407296,0.0006247095,0.001629752,0.0008761946,0.0007127665,0.001101748],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001435495,"about_ca_system_score_gemma":0.004524165,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006019055,"about_ca_topic_score_gemma":0.01852429,"domain_scores_codex":[0.9957646,0.0007492345,0.0003752006,0.0003327189,0.00257095,0.0002072685],"domain_scores_gemma":[0.9900286,0.001990066,0.001117105,0.0007108961,0.005930822,0.0002226298],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001220247,0.0006424646,0.1019811,0.002503393,0.00004750602,0.0008263005,0.008275679,0.009020444,0.1846489,0.01743715,0.006251373,0.6671455],"study_design_scores_gemma":[0.0003339789,0.007175008,0.3011446,0.001420344,0.0002161592,0.003239761,0.02499048,0.04255346,0.3821441,0.01126969,0.2251161,0.0003961965],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.7223858,0.001379115,0.2283296,0.0006748153,0.0001222921,0.005063411,0.001571013,0.0004244088,0.04004952],"genre_scores_gemma":[0.4788378,0.001001277,0.4994524,0.000240775,0.00003124175,0.002394576,0.00152732,0.000113814,0.01640081],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.006332878,"threshold_uncertainty_score":0.03349185,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04525140136041082,"score_gpt":0.3251889003294741,"score_spread":0.2799374989690633,"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."}}