{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002967747,0.00003322846,0.0000393955,0.000109741,0.0001666214,0.000118164,0.0003546087,0.00003765112,0.0002314728],"category_scores_gemma":[0.0004178672,0.00002836964,0.000006802982,0.0001653523,0.00004070849,0.001553697,0.00005884197,0.0001278904,0.000218384],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004906333,"about_ca_system_score_gemma":0.002710663,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3455435,"about_ca_topic_score_gemma":0.8775039,"domain_scores_codex":[0.9990752,0.00003362242,0.0001263462,0.00009814311,0.0004646405,0.0002020358],"domain_scores_gemma":[0.9993064,0.0001626912,0.00002407957,0.0002028408,0.0002250578,0.00007887567],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002111824,0.0002121958,0.1054519,0.0000245288,0.000007777095,9.1789e-8,0.04348487,0.00008908381,0.000008415826,0.08094071,0.7290816,0.04048758],"study_design_scores_gemma":[0.0003903076,0.0001482455,0.0255781,0.00001354028,9.459609e-7,3.722714e-8,0.01160003,0.0003555059,0.00003472166,0.005023036,0.9567885,0.00006703165],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6312265,0.00001168271,0.00006983829,0.0219621,0.0005325286,0.001127822,0.00001808165,0.00002242241,0.3450291],"genre_scores_gemma":[0.972918,0.000007141069,0.001266414,0.0009015969,0.0005178706,0.0001843843,0.000285373,0.000003058224,0.02391617],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5319604,"threshold_uncertainty_score":0.6588146,"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."}}