{"id":"W7099021957","doi":"","title":"Mexican Predicament with quality of education","year":2009,"lang":"en","type":"article","venue":"","topic":"Human Motion and Animation","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Lagging; Benchmark (surveying); Quality (philosophy); Quarter (Canadian coin); Set (abstract data type); Numeracy","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":[0.003154114,0.000183824,0.0003649623,0.002931889,0.001676305,0.006948637,0.0008637091,0.0009144851,0.01425542],"category_scores_gemma":[0.02083762,0.0001861066,0.0003244111,0.007070943,0.002911352,0.001885749,0.002560335,0.001704869,0.0004706579],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005488421,"about_ca_system_score_gemma":0.002634726,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05456636,"about_ca_topic_score_gemma":0.04854387,"domain_scores_codex":[0.9968415,0.0007827458,0.0001472931,0.000360702,0.001126568,0.0007411857],"domain_scores_gemma":[0.9747757,0.003879143,0.01188316,0.001809634,0.004568494,0.003083845],"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":[0.0002449524,0.0002025133,0.8144693,0.0002106264,0.0001688377,0.0002114963,0.001664214,0.001296677,0.0002005461,0.1192781,0.01218409,0.04986862],"study_design_scores_gemma":[0.00003247187,0.00009927071,0.9483815,0.000435423,0.00006837399,0.0001774779,0.002909163,0.0007746345,0.0003026118,0.01486183,0.0319283,0.00002882816],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.7567958,0.005443909,0.002520102,0.05050947,0.0002931002,0.00006748981,0.003655246,0.00009894923,0.180616],"genre_scores_gemma":[0.9951455,0.0006255693,0.0003544816,0.0004681115,0.00009983972,0.00001094075,0.0004262648,0.00001457753,0.002854673],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.05456636,"threshold_uncertainty_score":0.1084975,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01311143119432052,"score_gpt":0.2641350714627395,"score_spread":0.2510236402684189,"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."}}