{"id":"W2365273318","doi":"","title":"Teachers' Certification System in Canada and its Inspiration for China","year":2011,"lang":"en","type":"article","venue":"Waiguo jiaoyu yanjiu","topic":"Higher Education and Teaching Methods","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Certification; Certificate; Quality (philosophy); Process (computing); China; Mathematics education; Business; Computer science; Pedagogy; Political science; Psychology; Law","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":[0.001577143,0.0002037405,0.0001774584,0.002107745,0.004490243,0.002086418,0.0007223168,0.0005083144,0.003047633],"category_scores_gemma":[0.00311477,0.0001934657,0.000263609,0.004040961,0.001234565,0.0006746099,0.0008038185,0.0009049881,0.0002355352],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05147855,"about_ca_system_score_gemma":0.1590485,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9863201,"about_ca_topic_score_gemma":0.985485,"domain_scores_codex":[0.9983975,0.0001222281,0.00006048867,0.0001420411,0.0007988889,0.0004788593],"domain_scores_gemma":[0.9962797,0.00009138172,0.0001194726,0.00007564174,0.002589406,0.0008443538],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002041955,0.0001223329,0.1285407,0.0004906431,0.00003533318,0.001373639,0.009331134,0.004495627,0.003355081,0.3315527,0.1382577,0.3822411],"study_design_scores_gemma":[0.00008910181,0.00009832235,0.3729216,0.0003473413,0.00005952404,0.0004496534,0.005500949,0.006854489,0.001896781,0.007684318,0.6039509,0.0001470393],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5712654,0.01675005,0.009462188,0.05297082,0.001560121,0.000379482,0.003224837,0.0007115505,0.3436756],"genre_scores_gemma":[0.9152809,0.005041244,0.006170063,0.001149394,0.00006791165,0.00005469254,0.0007519196,0.00005208119,0.07143189],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9485214,"threshold_uncertainty_score":0.3735048,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05701722876348746,"score_gpt":0.2743160505756457,"score_spread":0.2172988218121582,"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."}}