{"id":"W1592312435","doi":"","title":"The Quest for Educational Excellence","year":2015,"lang":"en","type":"article","venue":"Global Education Review (Mercy College, New York)","topic":"Higher Education Governance and Development","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Excellence; Engineering ethics; Sociology; Mathematics education; Pedagogy; Psychology; Engineering; Epistemology; Philosophy","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":[0.003422198,0.0007694634,0.0007032912,0.002702416,0.001876688,0.006982177,0.0007784246,0.00302217,0.005529013],"category_scores_gemma":[0.004728784,0.0002113952,0.0004786133,0.003318582,0.007667025,0.008079222,0.003343522,0.003204332,0.001868973],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005867952,"about_ca_system_score_gemma":0.009320125,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004964381,"about_ca_topic_score_gemma":0.008876485,"domain_scores_codex":[0.9957448,0.00193498,0.0002380417,0.0004754116,0.00113687,0.000469872],"domain_scores_gemma":[0.9980804,0.000829005,0.0001885013,0.0001119454,0.0005595682,0.0002307044],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001446973,0.00001840687,0.0002015448,0.001420917,0.00002749063,0.00008030672,0.001770099,0.0002679743,0.0001165153,0.4938371,0.3357753,0.1664698],"study_design_scores_gemma":[0.000002558496,0.000009501127,0.0002680116,0.001674137,0.000004182145,0.00007393332,0.0007222627,0.00002596415,0.000036073,0.05244064,0.9447374,0.000005338684],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.0004095074,0.8953922,0.0006009956,0.06136039,0.002964888,0.000007717404,0.0000239352,0.00001594528,0.03922448],"genre_scores_gemma":[0.0526677,0.8757418,0.00109748,0.03269901,0.00660879,0.00004083762,0.00009589124,0.00004584352,0.03100274],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006982177,"threshold_uncertainty_score":0.04257524,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04830464414102215,"score_gpt":0.3871661490582176,"score_spread":0.3388615049171955,"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."}}