{"id":"W2220292736","doi":"","title":"Music Engineering at the University of Miami","year":2003,"lang":"en","type":"article","venue":"The Journal of the Abraham Lincoln Association","topic":"Engineering Education and Pedagogy","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Bachelor; Music technology; Curriculum; Miami; Degree program; Music education; Engineering; Pedagogy; Medical education; Sociology; Political science; Medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.001035776,0.00007304828,0.0001140544,0.00003779065,0.000112866,0.000007960767,0.000285653,0.00005865026,0.0001034655],"category_scores_gemma":[0.0002650028,0.00004384053,0.0001059595,0.0002072774,0.00001484308,0.00006619633,0.000021852,0.0002597332,0.00001370181],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004372574,"about_ca_system_score_gemma":0.00004519532,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001078855,"about_ca_topic_score_gemma":0.0000478164,"domain_scores_codex":[0.9993396,0.0001088989,0.000188353,0.00002878083,0.0002183089,0.0001161077],"domain_scores_gemma":[0.9991152,0.0003553707,0.0002312237,0.0001784125,0.00009277158,0.00002702951],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001328929,0.00003077837,0.004703144,0.00004222229,0.0002613583,6.405914e-7,0.00577846,0.9325956,0.01519073,0.0004643148,0.04036403,0.0005554246],"study_design_scores_gemma":[0.001814749,0.00009920627,0.256576,0.0002370072,0.0006268302,0.0001203996,0.00280766,0.03422491,0.02994881,0.0004647199,0.6725933,0.0004864617],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9924823,0.0006744548,0.001716291,0.001166009,0.00202563,0.000110574,0.000004182962,0.00002943926,0.001791112],"genre_scores_gemma":[0.9973173,0.0001607344,0.0001456877,0.00004136277,0.0001226794,1.689925e-7,3.457256e-7,0.00001337545,0.002198328],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8983707,"threshold_uncertainty_score":0.1787765,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00686778509832401,"score_gpt":0.1793247821816729,"score_spread":0.1724569970833489,"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."}}