{"id":"W2885076583","doi":"10.17632/wbbt9jhkny.1","title":"Data Files for OECD-PISA 2012 Study--Top Tier, Canada, and US","year":2018,"lang":"en","type":"article","venue":"Data Archiving and Networked Services (DANS)","topic":"Education in Diverse Contexts","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Tier 1 network; Computer science; Business; World Wide Web; The Internet","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":[0.001131635,0.0001545538,0.0001862372,0.00004224376,0.001186319,0.0001994668,0.001986506,0.00004310784,0.0001091574],"category_scores_gemma":[0.00006817257,0.0001466989,0.000009471644,0.0001170454,0.0003003443,0.000774044,0.001324969,0.0001046325,0.000007822662],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002920241,"about_ca_system_score_gemma":0.0003361628,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6287807,"about_ca_topic_score_gemma":0.9881306,"domain_scores_codex":[0.998206,0.0002340387,0.0002145614,0.000642867,0.0002756295,0.0004268971],"domain_scores_gemma":[0.9976853,0.0006671439,0.0001196882,0.001241682,0.0000589411,0.0002272234],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001005085,0.000140587,0.6171743,0.0001629626,0.0001904403,0.000005731244,0.07314137,0.000006256944,0.00001878266,0.0006451663,0.2514047,0.05700923],"study_design_scores_gemma":[0.0004163162,0.00007598013,0.2375496,0.0000989002,0.0001000409,0.000001794024,0.03878086,0.008291506,0.000001766277,0.0003832286,0.7139776,0.0003223492],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9896314,0.00100904,0.0001619202,0.0005863911,0.00120276,0.0005665507,0.003875173,0.00005650519,0.002910266],"genre_scores_gemma":[0.9927008,0.0004231799,0.0009167016,0.0005488381,0.001859313,0.00002131187,0.002018237,0.00002047123,0.001491193],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4625729,"threshold_uncertainty_score":0.9124326,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0532422925802149,"score_gpt":0.3395705483177032,"score_spread":0.2863282557374883,"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."}}