{"id":"W2376455817","doi":"","title":"Exploration of Reformation and Innovation of Graduation Project","year":2005,"lang":"en","type":"article","venue":"","topic":"Higher Education and Teaching Methods","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"CAE (Canada)","funders":"","keywords":"Graduation (instrument); Creativity; Subject (documents); Mathematics education; Medical education; Psychology; Engineering management; Pedagogy; Engineering ethics; Engineering; Computer science; Medicine; Mechanical engineering; Library science; Social psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006007969,0.00003239136,0.00005386588,0.0003116562,0.00002069854,0.00001395297,0.00007420636,0.0000194301,0.000002602597],"category_scores_gemma":[0.00005710889,0.00002715193,0.000007041985,0.0007241686,0.00001183073,0.001452185,0.00001733686,0.00002655309,0.000001287699],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001298999,"about_ca_system_score_gemma":0.00003643149,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000020237,"about_ca_topic_score_gemma":0.000002810223,"domain_scores_codex":[0.9994691,0.00006828518,0.0002455806,0.00007008245,0.0001116007,0.00003535102],"domain_scores_gemma":[0.9995254,0.0000252777,0.0001598818,0.0001272085,0.0001556961,0.000006487184],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000001724781,0.00004486382,0.0004474281,0.00001897384,0.000002494229,4.938143e-9,0.007583228,0.00004637861,0.006295941,0.7027373,0.0001617169,0.2826599],"study_design_scores_gemma":[0.001288826,0.0003859934,0.07754869,0.00008257326,0.00001470553,0.000008455464,0.001297834,0.2257171,0.6143605,0.05834962,0.02054356,0.00040216],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1695556,0.000007116969,0.8262774,0.001011651,0.00005044533,0.00008161589,1.617303e-7,0.0000282021,0.002987765],"genre_scores_gemma":[0.6760867,0.000004341514,0.3237158,0.00003961685,0.00001288841,0.000003845592,0.000003779755,9.858144e-7,0.000131976],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6443877,"threshold_uncertainty_score":0.1107224,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1243607198040184,"score_gpt":0.3910948708857159,"score_spread":0.2667341510816975,"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."}}