{"id":"W7095831720","doi":"","title":"RESEARCH ON TIMSS DATA PROVIDES INFORMATION FOR EDUCATIONAL IMPROVEMENT IN ONTARIO","year":2015,"lang":"en","type":"article","venue":"","topic":"School Choice and Performance","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Accountability; Student achievement; Curriculum; Achievement test; Quality (philosophy); Educational research; Academic achievement; Data collection; Test (biology)","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":[0.005458203,0.0003447931,0.0004658228,0.007799979,0.003594822,0.00214484,0.000889267,0.0002681401,0.009891052],"category_scores_gemma":[0.03277302,0.0003467484,0.0003908862,0.02739279,0.0009415397,0.0009911333,0.00159881,0.0004807512,0.001412587],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.06535006,"about_ca_system_score_gemma":0.1235314,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9914834,"about_ca_topic_score_gemma":0.9953821,"domain_scores_codex":[0.9848558,0.001049821,0.0009335748,0.0005454012,0.01101084,0.001604534],"domain_scores_gemma":[0.9306045,0.005236829,0.008194005,0.00341683,0.05050497,0.002042995],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002980611,0.0001080981,0.7434114,0.001025039,0.00007758185,0.0002992894,0.0216914,0.001097,0.002390552,0.005602024,0.08740012,0.1365994],"study_design_scores_gemma":[0.00001632037,0.00004117,0.8680685,0.0001296841,0.00002751321,0.00002298466,0.006444206,0.0005931249,0.0009092981,0.0001840317,0.1235334,0.0000297021],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5870317,0.0008393837,0.003211626,0.006152619,0.0001127939,0.001610542,0.1975218,0.0006031957,0.2029163],"genre_scores_gemma":[0.8566934,0.001625962,0.007993511,0.0007375681,0.00007319361,0.001311985,0.07635597,0.0002076608,0.05500068],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06535006,"threshold_uncertainty_score":0.4741501,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3490008292187083,"score_gpt":0.4852467382363721,"score_spread":0.1362459090176638,"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."}}