{"id":"W7017745940","doi":"","title":"Cal Poly Dominates Regional Civil Engineering Contest Advances to National Finals","year":2008,"lang":"en","type":"article","venue":"DigitalCommons@CalPoly","topic":"Engineering Education and Pedagogy","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"CONTEST; State (computer science); Competition (biology); Presentation (obstetrics); Vice president; Engineering education","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00008880011,0.0002987474,0.0002754466,0.0002813289,0.00007285464,0.00006483301,0.0002705927,0.00009803273,0.0001044724],"category_scores_gemma":[0.000166415,0.0003268327,0.0001135908,0.0003331096,0.00005133744,0.0004189874,0.00003878429,0.0002246043,0.0002964774],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001343582,"about_ca_system_score_gemma":0.00007955875,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001430559,"about_ca_topic_score_gemma":0.00002856468,"domain_scores_codex":[0.9985909,0.000008988163,0.0003459078,0.0002519736,0.0003642395,0.0004379788],"domain_scores_gemma":[0.9990467,0.0002959958,0.00002805375,0.000224106,0.0001107604,0.0002943975],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000158282,0.0008445746,0.01992409,0.0006503258,0.0005708534,0.0002430436,0.003922088,0.3799756,0.01547116,0.084213,0.4436566,0.05037035],"study_design_scores_gemma":[0.0005787683,0.00008009249,0.02010868,0.000114138,0.000009391522,0.0003235413,0.0000695653,0.01052433,0.003782222,0.0001634034,0.9633755,0.0008703299],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6864879,0.02911731,0.03578099,0.005020933,0.004727195,0.001022474,0.0005738576,0.004765108,0.2325042],"genre_scores_gemma":[0.9970271,0.0001329833,0.001385594,0.0003468377,0.0003586145,0.00007874437,0.00007289481,0.00007087161,0.0005263754],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5197189,"threshold_uncertainty_score":0.9999184,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03244523165665084,"score_gpt":0.2632580340882646,"score_spread":0.2308128024316138,"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."}}