{"id":"W6965204032","doi":"10.3389/fpsyg.2020.02230.s005","title":"Data_Sheet_13_International Comparative Study on PISA Mathematics Achievement Test Based on Cognitive Diagnostic Models.CSV","year":2020,"lang":"en","type":"dataset","venue":"Figshare","topic":"Plant Ecology and Soil Science","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Test (biology); Cognition; Process (computing); Achievement test; Item response theory; Metacognition; Cognitive development; Cognitive skill","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":[0.005632092,0.0007214851,0.001091058,0.006807255,0.0009367767,0.0009964824,0.001454465,0.0006707937,0.08710273],"category_scores_gemma":[0.0245608,0.000339703,0.001085062,0.006958595,0.0004824405,0.001197024,0.001149244,0.0009739571,0.01989417],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001859298,"about_ca_system_score_gemma":0.002960448,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009612492,"about_ca_topic_score_gemma":0.007690758,"domain_scores_codex":[0.9929415,0.001761529,0.001945428,0.0006442205,0.0024349,0.0002724828],"domain_scores_gemma":[0.9722239,0.007380044,0.003715914,0.002359429,0.01362834,0.000692455],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.003477404,0.002029099,0.2744227,0.003730127,0.0002561091,0.0002656534,0.0008218591,0.001422966,0.0009380001,0.004013084,0.4857608,0.2228622],"study_design_scores_gemma":[0.0006209158,0.001178939,0.7521482,0.001001638,0.0001349952,0.0002920488,0.0013665,0.001147794,0.001776125,0.001431333,0.2387842,0.0001174624],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.04570752,0.0003362028,0.002196433,0.0007554932,0.0002196762,0.009504726,0.9067256,0.0005374833,0.03401685],"genre_scores_gemma":[0.1489735,0.000652459,0.007853045,0.0007912091,0.0001410895,0.05235273,0.7642223,0.000242415,0.02477119],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.08710273,"threshold_uncertainty_score":0.2913877,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09652419569059288,"score_gpt":0.30474368595893,"score_spread":0.2082194902683371,"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."}}