{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002649873,0.001031345,0.001100472,0.009492875,0.00283656,0.002762358,0.002718142,0.0008534758,0.1695026],"category_scores_gemma":[0.02364376,0.0007250065,0.0007938845,0.0198241,0.0004557755,0.001102082,0.001537602,0.001399364,0.04048657],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01091172,"about_ca_system_score_gemma":0.03276626,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8862751,"about_ca_topic_score_gemma":0.8674359,"domain_scores_codex":[0.9975388,0.0002016637,0.0004211054,0.0002666862,0.00108619,0.0004855362],"domain_scores_gemma":[0.9679887,0.003288042,0.002050293,0.002698463,0.02297015,0.001004194],"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":[0.0001974649,0.00006918474,0.01173422,0.0003977576,0.00004141189,0.00004701608,0.0002118273,0.0003086325,0.00009036774,0.001530068,0.9741626,0.01120949],"study_design_scores_gemma":[0.0002261818,0.00004220303,0.09633859,0.0007769869,0.00007258449,0.0001182284,0.002090713,0.0005370715,0.001044125,0.001012111,0.8976215,0.0001198696],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0003998196,0.000009922307,0.00007804082,0.00004123148,0.000009991407,0.00009145292,0.9979833,0.00009468704,0.001291447],"genre_scores_gemma":[0.003229232,0.00007354857,0.0007826246,0.0000615079,0.000009085334,0.0009959145,0.9882436,0.0001067516,0.006497809],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.1695026,"threshold_uncertainty_score":0.5670426,"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."}}