{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000577181,0.00009923097,0.0001186354,0.0000923081,0.00009344213,0.00004525804,0.0002978024,0.00004454369,0.000006579823],"category_scores_gemma":[0.00006281663,0.00009586015,0.00001776188,0.0001937481,0.000007430251,0.0002920018,0.00003407312,0.0001017778,0.000005677935],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003061511,"about_ca_system_score_gemma":0.000413818,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3973801,"about_ca_topic_score_gemma":0.2630304,"domain_scores_codex":[0.9990174,0.0001528175,0.0002342696,0.0002923769,0.0001235999,0.000179505],"domain_scores_gemma":[0.9994504,0.00005090426,0.00009019721,0.0002817563,0.00004048545,0.00008627689],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00002955381,0.000275693,0.08557215,0.0003499999,0.00004034964,0.00001011067,0.09005926,0.0001077585,0.003658486,0.5504253,0.001613327,0.267858],"study_design_scores_gemma":[0.000576676,0.00006151221,0.9234521,0.00006060517,0.00001001393,0.00001364476,0.0007045405,0.06186894,0.005375674,0.001072938,0.006451758,0.0003516444],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7676985,0.0001476069,0.2273465,0.0005579001,0.0008802638,0.0004268515,0.000003542753,0.0001114306,0.002827473],"genre_scores_gemma":[0.9751225,0.000002167706,0.02436475,0.0001104839,0.0000409704,0.00005902137,0.000004170638,0.000008204629,0.0002877162],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8378799,"threshold_uncertainty_score":0.7504174,"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."}}