{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006781588,0.000219188,0.0004077682,0.002241682,0.005461328,0.002075915,0.0009384637,0.0004653139,0.005358041],"category_scores_gemma":[0.002342377,0.0002036373,0.0002638258,0.005279839,0.001316528,0.000619237,0.001502531,0.0007657022,0.0003113927],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03185963,"about_ca_system_score_gemma":0.07379959,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9718367,"about_ca_topic_score_gemma":0.99309,"domain_scores_codex":[0.9988567,0.00009321667,0.00002805109,0.00009938073,0.0002646091,0.0006580775],"domain_scores_gemma":[0.9963022,0.0002736649,0.0002200956,0.00004390819,0.001109189,0.002050875],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002386683,0.0003629327,0.8745586,0.0001170139,0.00003703491,0.0008127132,0.06793286,0.0002734608,0.001112984,0.004606345,0.004150159,0.04579711],"study_design_scores_gemma":[0.00001016342,0.0000845734,0.9072642,0.00004401818,0.00001337597,0.00005839197,0.08482186,0.0002093511,0.0001680543,0.00007802397,0.007234202,0.00001384056],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994567,0.0002476897,0.00003125559,0.0005294317,0.00001130686,0.00001538565,0.0001533887,0.00000427347,0.004440426],"genre_scores_gemma":[0.9934378,0.0003053305,0.0000533339,0.0001170388,0.000003644658,0.000007405445,0.0001431929,0.000002206765,0.005930023],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9681404,"threshold_uncertainty_score":0.2311589,"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."}}