{"id":"W4388320467","doi":"10.1093/oso/9780198534938.002.0002","title":"Preface","year":2002,"lang":"en","type":"other","venue":"","topic":"Engineering Education and Pedagogy","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Subject (documents); Scholarship; Computer science; Library science; Statistics; Mathematics education; Mathematics; Data science; Political science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001052318,0.0009380449,0.0007686569,0.004660221,0.002096357,0.004008159,0.0009383963,0.000854502,0.4625014],"category_scores_gemma":[0.007984791,0.0002703593,0.0003704807,0.003036828,0.0004296012,0.002146865,0.001350211,0.002398817,0.2976541],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002070279,"about_ca_system_score_gemma":0.00195435,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007547852,"about_ca_topic_score_gemma":0.01145699,"domain_scores_codex":[0.9993359,0.00006577799,0.00003998008,0.00008696774,0.0004180316,0.000053172],"domain_scores_gemma":[0.9941862,0.0006442586,0.0001375901,0.0004561064,0.003800559,0.0007752263],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000007809842,0.00001322046,0.00005184253,0.0000315876,5.221899e-7,0.000013,0.00002440372,0.00002937831,0.00004353671,0.00233581,0.971727,0.0257218],"study_design_scores_gemma":[0.000002397572,0.000006794783,0.0003845403,0.00006700258,9.893965e-7,0.00001740216,0.00004928762,0.00003729295,0.0000594707,0.001518116,0.9978542,0.000002554784],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.001032291,0.004668147,0.003678857,0.01588127,0.1348518,0.0003458913,0.01275842,0.001009409,0.8257738],"genre_scores_gemma":[0.002243998,0.001537482,0.0005794571,0.000965756,0.01134741,0.00008853443,0.004099585,0.0004041885,0.9787336],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.4625014,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01321506491724857,"score_gpt":0.2227403221159902,"score_spread":0.2095252571987416,"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."}}