{"id":"W6922384950","doi":"10.13016/m2m03xz8z","title":"Commencement, Salisbury University, Spring 2017","year":2017,"lang":"en","type":"article","venue":"Maryland Shared Open Access Repository (USMAI Consortium)","topic":"Education Methods and Technologies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"School of Liberal Arts; University of Oregon; Pennsylvania State University; College of Engineering, Michigan State University; Princeton University; Lehigh University; Johns Hopkins University; Michigan State University; University of Illinois at Urbana-Champaign; University of Connecticut; Oklahoma State University; University of Minnesota; Georgetown University; Wake Forest University; Brown University; Syracuse University; Ohio State University; University of Pennsylvania; Emory University; York University; Franklin P. Perdue School of Business; Salisbury University; Dartmouth College; Eli Lilly and Company; Purdue University; Yale University","keywords":"Spring (device); Spring and Autumn period; Period (music); Line (geometry)","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication","open_science"],"consensus_categories":[],"category_scores_codex":[0.001043537,0.00016753,0.0002850444,0.0001270901,0.005727006,0.006850329,0.007009076,0.0001674153,0.0005667651],"category_scores_gemma":[0.0005316958,0.0001718022,0.00007910924,0.0001407547,0.0006439452,0.003611712,0.003121728,0.0002352744,0.00003295249],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001676023,"about_ca_system_score_gemma":0.0004447266,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04577851,"about_ca_topic_score_gemma":0.003139322,"domain_scores_codex":[0.9982023,0.0003302297,0.0002674899,0.0004786757,0.0003175796,0.0004037485],"domain_scores_gemma":[0.9976995,0.0001940928,0.0005379054,0.001209082,0.0001754011,0.0001840012],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007879698,0.0001459963,0.8676327,0.00003312681,0.00009493561,0.0002064222,0.001375324,0.000002462396,0.0007276516,0.03634229,0.08204392,0.01131633],"study_design_scores_gemma":[0.0006015181,0.00002407135,0.2209411,0.00008824892,0.00004396446,0.000004506609,0.003097537,0.00001388731,0.001393467,0.001738685,0.7716701,0.0003829534],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2514622,0.0001744602,0.0002089441,0.01135823,0.001745329,0.0008077669,0.00002776093,0.0002184481,0.7339969],"genre_scores_gemma":[0.9577801,0.0004761459,0.002628671,0.0003587302,0.0002688409,0.00002762822,0.00001057919,0.00001734077,0.03843195],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.706318,"threshold_uncertainty_score":0.9983635,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1954364360050325,"score_gpt":0.4686055930576886,"score_spread":0.2731691570526561,"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."}}