{"id":"W2390978559","doi":"","title":"Geology Education in University of Regina in Canada and Its Enlightenment","year":2005,"lang":"en","type":"article","venue":"Chinese Geolo Gical Education","topic":"Higher Education and Teaching Methods","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Enlightenment; Graduation (instrument); China; Subject (documents); Service (business); Mathematics education; School system; Sociology; Political science; Pedagogy; Library science; Computer science; Law; Engineering; Psychology; Epistemology; Economy; Philosophy; Economics","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":[0.000274779,0.00008244049,0.0001333001,0.0001548601,0.00003201195,0.000007545763,0.0002581577,0.00004581961,0.00003919424],"category_scores_gemma":[0.00009632733,0.00007981908,0.00001295401,0.0003561016,0.00002044044,0.0002043804,0.00006239827,0.000137404,0.000005594815],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003872825,"about_ca_system_score_gemma":0.00402601,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3425214,"about_ca_topic_score_gemma":0.4946153,"domain_scores_codex":[0.999205,0.000184943,0.0001312155,0.0002423159,0.0001035431,0.000132978],"domain_scores_gemma":[0.9994864,0.00009172379,0.00007770892,0.0002015051,0.00005624945,0.00008638739],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001024359,0.0006888137,0.5698422,0.00003261997,0.000003659472,0.000001567593,0.004954864,0.0001634401,0.0001176831,0.02831527,0.001292686,0.394577],"study_design_scores_gemma":[0.0001897652,0.00001254049,0.9730614,0.00001826424,0.000001382659,0.00001109357,0.0003423035,0.004783781,0.00003736553,0.00151024,0.01993357,0.00009831296],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9807671,0.0004501533,0.00089361,0.01623758,0.0004232903,0.0001169493,2.480333e-7,0.000009536439,0.001101554],"genre_scores_gemma":[0.9845474,0.00004875005,0.01371323,0.0003682078,0.00005285753,0.000003285397,0.000005006026,0.000002381748,0.001258897],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4032192,"threshold_uncertainty_score":0.7141969,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007514113138658387,"score_gpt":0.2658269722674641,"score_spread":0.2583128591288057,"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."}}