{"id":"W7071542607","doi":"","title":"Trustees Approve Faculty Recommendation to Streamline Graduation Requirement, Improve Affordability","year":2014,"lang":"en","type":"article","venue":"Digital Commons - Winthrop University (Winthrop University)","topic":"Machine Learning in Bioinformatics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Graduation (instrument); Resolution (logic); Degree (music); Crunch; Career Pathways; Quarter (Canadian coin)","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":[0.0002456471,0.0003633352,0.0003050782,0.0003064928,0.0005305918,0.0001211235,0.0006393598,0.0002277256,0.00009579588],"category_scores_gemma":[0.000316562,0.0004327031,0.0002137502,0.0004705516,0.0003798291,0.000169336,0.0008014664,0.000270508,0.00008240487],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003140572,"about_ca_system_score_gemma":0.00009305363,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002036257,"about_ca_topic_score_gemma":0.0004837888,"domain_scores_codex":[0.998232,0.0001699591,0.0002787326,0.000635035,0.0002445332,0.0004397568],"domain_scores_gemma":[0.9983638,0.0000572681,0.0002578711,0.0007227163,0.0003029621,0.0002953652],"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":[0.008209374,0.006273613,0.1577876,0.0008993432,0.002721844,0.00009120707,0.007283716,0.008685057,0.06729227,0.06590475,0.112378,0.5624732],"study_design_scores_gemma":[0.001976013,0.00162734,0.002872625,0.00003282691,0.00009718114,0.000008263722,0.004872083,0.003186393,0.005656374,0.0001054936,0.9787326,0.0008327358],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6573442,0.000004504483,0.2086013,0.003636363,0.0004230609,0.0009472923,0.000885796,0.0002615942,0.1278958],"genre_scores_gemma":[0.9883587,0.00001337791,0.002724886,0.0001463288,0.0001021045,4.313216e-7,0.002707977,0.00003081876,0.005915374],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8663546,"threshold_uncertainty_score":0.9998125,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01370828514145419,"score_gpt":0.2389196938788315,"score_spread":0.2252114087373773,"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."}}