{"id":"W7003634501","doi":"","title":"Metis","year":2014,"lang":"en","type":"dissertation","venue":"Ohio Digital Resource Commons (University of Cincinnati)","topic":"Information Systems Education and Curriculum Development","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Metis; Bachelor; Information technology; Information system; Process (computing); Work (physics)","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":[0.0002353692,0.0002502259,0.0004228425,0.0005419607,0.0002545317,0.0002195934,0.001669525,0.0002166478,0.0001130092],"category_scores_gemma":[0.00006440529,0.0002993165,0.0002024417,0.0006465512,0.00004566893,0.0008046055,0.0001987411,0.0002360547,0.0004109135],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001424806,"about_ca_system_score_gemma":0.0003106456,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003882816,"about_ca_topic_score_gemma":0.0001929472,"domain_scores_codex":[0.9983491,0.00005690327,0.0003516595,0.0003240665,0.0006735009,0.0002447785],"domain_scores_gemma":[0.9980026,0.00009752344,0.0006573828,0.0007145841,0.0003586554,0.0001692025],"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":[0.00006207282,0.0003392741,0.0005122789,0.0007237139,0.0003253215,0.00003362506,0.05130359,0.0000568532,0.0000251886,0.2807521,0.1760797,0.4897863],"study_design_scores_gemma":[0.0003926596,0.00005438409,0.004487176,0.0002214309,0.00001886051,0.00001391165,0.007382417,0.0008104285,0.0001038545,0.0002792908,0.9857878,0.0004477495],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02765203,0.0001162106,0.03074378,0.0005409354,0.0004967814,0.0003020412,0.00002930247,0.0001977593,0.9399211],"genre_scores_gemma":[0.898259,0.000009504506,0.001946105,0.00008890314,0.00003622977,0.000001513162,0.0007946574,0.00001991165,0.09884412],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.870607,"threshold_uncertainty_score":0.9999459,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007124150281396166,"score_gpt":0.1954044508639012,"score_spread":0.188280300582505,"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."}}