{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001932406,0.001214507,0.0006785186,0.001491799,0.01015509,0.01344108,0.001933996,0.002352752,0.5057354],"category_scores_gemma":[0.003723592,0.00065369,0.0006344973,0.001044156,0.001261763,0.002183038,0.007942701,0.005036916,0.1914188],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009369472,"about_ca_system_score_gemma":0.01022316,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03160987,"about_ca_topic_score_gemma":0.155351,"domain_scores_codex":[0.9963723,0.000187634,0.00007328839,0.0007142572,0.001681069,0.0009714282],"domain_scores_gemma":[0.9948604,0.0001187159,0.0001032606,0.0002832531,0.001456778,0.003177576],"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":[0.00003608133,0.00007170143,0.0002453191,0.00002398053,0.000001298432,0.00006644992,0.0001011515,0.00006017104,0.000197168,0.004623805,0.974304,0.02026892],"study_design_scores_gemma":[0.000006208279,0.00002018419,0.0009362581,0.0000216351,9.269733e-7,0.00002735676,0.0002892713,0.00005257281,0.0001054334,0.0003330826,0.9982022,0.000004790729],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004910288,0.000515636,0.0007023626,0.008065204,0.006517597,0.0001105908,0.0008453777,0.0007024593,0.9776304],"genre_scores_gemma":[0.02373196,0.0003950409,0.0006212984,0.001938206,0.001006069,0.00009409595,0.001007516,0.0006046117,0.9706013],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5057354,"threshold_uncertainty_score":0.7050084,"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."}}