{"id":"W1527613262","doi":"","title":"Construction of Bio-Engineering Comprehensive Experimental Teaching Innovation System","year":2015,"lang":"en","type":"article","venue":"Canadian social science","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"CDIO; Syllabus; Curriculum; Ideology; Process (computing); Engineering ethics; Engineering management; Social needs; Teaching method; Mathematics education; Pedagogy; Engineering; Computer science; Sociology; Psychology; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000157489,0.00006045712,0.00007440813,0.0002790453,0.00008478465,0.0000217954,0.0001046087,0.00004637796,0.000002604209],"category_scores_gemma":[0.00002864274,0.00006772004,0.00001042741,0.0007614621,0.0001303664,0.0001516636,0.000007770287,0.00008818557,0.000004770185],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007693427,"about_ca_system_score_gemma":0.0001628348,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00116667,"about_ca_topic_score_gemma":0.00002560692,"domain_scores_codex":[0.9994343,0.000004131471,0.0001246167,0.00008217385,0.000164751,0.0001900481],"domain_scores_gemma":[0.999659,0.000005066719,0.00001719162,0.00005125131,0.00008961814,0.0001778592],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000003898352,0.00002472705,0.001961833,0.000609701,0.0000365647,0.000007070862,0.01109587,0.003894542,0.4702591,0.4724711,0.005369123,0.03426648],"study_design_scores_gemma":[0.002050361,0.0002382175,0.02428886,0.0007603285,0.00005085477,0.000180694,0.1639083,0.4490094,0.2310154,0.0002902649,0.1256131,0.002594158],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9811595,0.00008446573,0.002597455,0.0000457121,0.002026278,0.00007071495,0.000007987744,0.0001592189,0.01384863],"genre_scores_gemma":[0.9985358,2.558704e-7,0.001281585,0.00001107389,0.0001511231,0.000004486186,0.000004752064,0.000006881554,0.000004084464],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4721808,"threshold_uncertainty_score":0.2761543,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01742582156871957,"score_gpt":0.2329319192293333,"score_spread":0.2155060976606137,"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."}}