{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01964712,0.0007123968,0.001212406,0.002389876,0.004785417,0.008070718,0.001994754,0.01028859,0.1060324],"category_scores_gemma":[0.07415792,0.0009500236,0.001683875,0.002604312,0.0009482716,0.002863962,0.002116928,0.006912216,0.1009092],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008817149,"about_ca_system_score_gemma":0.03318123,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1352943,"about_ca_topic_score_gemma":0.2361489,"domain_scores_codex":[0.9775479,0.00253626,0.002665535,0.001414459,0.01140015,0.00443563],"domain_scores_gemma":[0.8109919,0.009467661,0.005552394,0.00865446,0.1337806,0.031553],"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":[0.00007590313,0.00007383619,0.001406578,0.00004208946,0.00001202553,0.00009201322,0.00006557708,0.00007831876,0.000702724,0.0006521063,0.9687361,0.02806268],"study_design_scores_gemma":[0.00007097155,0.00008846352,0.00402397,0.00006047538,0.00002536856,0.00005987185,0.000217747,0.0005307564,0.0008179487,0.0002944956,0.9937367,0.00007316753],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01922509,0.002410912,0.03042638,0.3806805,0.08393849,0.006075123,0.01091262,0.01720101,0.4491298],"genre_scores_gemma":[0.02775046,0.001127359,0.01127399,0.04460496,0.005799969,0.001010233,0.00389471,0.002384982,0.9021533],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1352943,"threshold_uncertainty_score":0.3547137,"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."}}