{"id":"W7112431528","doi":"","title":"evidence from high school students’ grades","year":2022,"lang":"en","type":"other","venue":"Universidade Nova de Lisboa's Repository (Universidade Nova de Lisboa)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Multidisciplinary approach; Academic achievement; Information technology; International comparisons","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":[0.01960553,0.0005712991,0.001384551,0.007305125,0.00137647,0.00460146,0.003194992,0.002413408,0.01604553],"category_scores_gemma":[0.1529048,0.0007655318,0.001963074,0.01189821,0.001843194,0.002120148,0.003682337,0.001865825,0.003932136],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002008633,"about_ca_system_score_gemma":0.003165869,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06342693,"about_ca_topic_score_gemma":0.05700544,"domain_scores_codex":[0.9714211,0.008787631,0.003270849,0.004864125,0.01016037,0.001495936],"domain_scores_gemma":[0.7215764,0.1202359,0.05559373,0.02241462,0.06831208,0.01186722],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009125573,0.0002854141,0.9579417,0.001444232,0.001385258,0.00008062261,0.002186185,0.00006280069,0.00006719051,0.0009867549,0.006046575,0.02860084],"study_design_scores_gemma":[0.00005681971,0.0002753334,0.98937,0.001383605,0.0009504188,0.00006662387,0.001696959,0.00005580591,0.000187892,0.0003114754,0.005619096,0.00002603225],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8739423,0.04133759,0.001418862,0.007273627,0.00100493,0.0002046631,0.02708889,0.00008981508,0.04763932],"genre_scores_gemma":[0.9821355,0.007319351,0.0003431484,0.0009741017,0.0001746936,0.00009800676,0.005745835,0.00005017912,0.003159132],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06342693,"threshold_uncertainty_score":0.1261155,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03052696983632278,"score_gpt":0.2653314813990198,"score_spread":0.234804511562697,"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."}}