{"id":"W2370076223","doi":"","title":"Comparative Study of Geomatics Engineering Undergraduate Education in China and Canada","year":2007,"lang":"en","type":"article","venue":"Bulletin of Surveying and Mapping","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Geomatics; China; Engineering; Geography; Engineering education; Library science; Engineering management; Remote sensing; Computer science; Archaeology","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":[0.000345581,0.00008665385,0.000172838,0.0001170864,0.00001570073,0.000005725635,0.00003375077,0.00001915261,0.000002709425],"category_scores_gemma":[0.00002714893,0.00009559688,0.000005474235,0.0001026067,0.000007337379,0.00001074973,0.00001409187,0.00007292313,1.23803e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004828944,"about_ca_system_score_gemma":0.00005573206,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0661803,"about_ca_topic_score_gemma":0.03900347,"domain_scores_codex":[0.9994534,0.00001205565,0.0002627138,0.00007736367,0.00008490028,0.0001095176],"domain_scores_gemma":[0.9997579,0.00008212505,0.00003649181,0.00005725107,0.00002610259,0.00004017086],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001921052,0.0009107327,0.722954,0.004289571,0.0003601441,0.00001005922,0.0457858,0.1859674,0.005783859,0.0009345264,0.005376069,0.02760864],"study_design_scores_gemma":[0.0002350038,0.00001476217,0.9891654,0.0002068749,0.000004063846,0.000003138961,0.006254595,0.002237884,0.0003531579,0.000005270741,0.001386627,0.0001332071],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976646,0.0003047521,0.001208875,0.00003565365,0.0001810933,0.0001195279,7.844433e-7,0.00002113344,0.0004636101],"genre_scores_gemma":[0.9982412,0.00003841244,0.001656737,0.000003676976,0.000008421839,0.00000444517,0.000002359793,0.000007715263,0.00003695777],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2662114,"threshold_uncertainty_score":0.9785322,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00868822078529089,"score_gpt":0.2152157214048778,"score_spread":0.2065275006195869,"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."}}