{"id":"W1963369529","doi":"10.3968/j.css.1923669720110705.377","title":"County Education Quality Monitoring: Aim, Content and Pattern","year":2011,"lang":"en","type":"article","venue":"Canadian social science","topic":"Higher Education and Teaching Methods","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Humanities; Political science; Sociology; Art","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.01642785,0.0002947705,0.0006252445,0.006186865,0.001436164,0.004230059,0.001328248,0.0008849221,0.001757309],"category_scores_gemma":[0.05856533,0.0004219379,0.0005076946,0.008848262,0.001986646,0.002257135,0.003179608,0.001066824,0.0002170093],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008598914,"about_ca_system_score_gemma":0.011148,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04989852,"about_ca_topic_score_gemma":0.04966224,"domain_scores_codex":[0.9851542,0.00575098,0.001815877,0.001747588,0.004491486,0.001039906],"domain_scores_gemma":[0.9326355,0.02192109,0.01619604,0.005897102,0.02114856,0.002201619],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000143416,0.0002313647,0.7674063,0.002036657,0.0002002044,0.0000963566,0.01088311,0.001928381,0.001469376,0.01059355,0.006333167,0.1986781],"study_design_scores_gemma":[0.00002243792,0.0003020693,0.9612952,0.0007341311,0.000139513,0.0001224675,0.01095495,0.001841202,0.002150187,0.002701743,0.01966567,0.00007029136],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8420471,0.006435021,0.06251747,0.03215937,0.0003623174,0.002014054,0.004439,0.001245476,0.04878026],"genre_scores_gemma":[0.9722601,0.001038326,0.02131617,0.0007945512,0.00005769245,0.000423675,0.0007480494,0.0000750777,0.00328644],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04989852,"threshold_uncertainty_score":0.09921616,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1722507165263712,"score_gpt":0.3800159496712877,"score_spread":0.2077652331449165,"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."}}