{"id":"W3123649009","doi":"","title":"Warning Signs for Canadian Educators: The Bad News in Canada’s PISA Results","year":2014,"lang":"en","type":"article","venue":"e-briefs","topic":"Education in Diverse Contexts","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Warning signs; Mathematics education; Reading (process); Psychology; Warning system; Political science; Law; Engineering","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":[0.0009728663,0.00008481077,0.0001038949,0.00007266818,0.0006993331,0.00008090298,0.0004327332,0.00005291418,0.0003256616],"category_scores_gemma":[0.002805969,0.00007614245,0.00003176124,0.0002399767,0.00009311054,0.0001098701,0.00001709403,0.0001291155,0.00005829249],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001471569,"about_ca_system_score_gemma":0.01573362,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9997751,"about_ca_topic_score_gemma":0.9999886,"domain_scores_codex":[0.9986851,0.0002084347,0.0002003729,0.0002128467,0.0002220675,0.000471177],"domain_scores_gemma":[0.998661,0.000621765,0.00008384953,0.0002428616,0.000096735,0.0002938214],"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":[0.00000749973,0.00001017232,0.02403328,0.000003649038,0.000006908835,9.89112e-7,0.05820388,0.00002799927,0.000005526798,0.01508981,0.8915495,0.01106075],"study_design_scores_gemma":[0.0001887753,0.000009173586,0.01642936,0.00001637455,0.000003387552,1.421322e-7,0.02546352,0.00001440635,0.00001385326,0.0005048839,0.957243,0.000113102],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2308835,0.0001611872,0.00005800392,0.3235769,0.006708599,0.001285715,0.0000947057,0.00005225077,0.4371791],"genre_scores_gemma":[0.9843833,0.000006766438,0.00009847997,0.004070383,0.0007721619,0.00005137813,0.00001013312,0.00001043331,0.01059693],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7534998,"threshold_uncertainty_score":0.9898462,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02627172217162621,"score_gpt":0.2916404333106901,"score_spread":0.2653687111390639,"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."}}