{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.001336838,0.003526504,0.003210881,0.006921936,0.001839538,0.001634395,0.01085785,0.003485576,0.1078675],"category_scores_gemma":[0.0006710438,0.004710693,0.001780516,0.005814333,0.001520009,0.002684749,0.004703442,0.006553468,0.00673603],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01563049,"about_ca_system_score_gemma":0.003476731,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05756142,"about_ca_topic_score_gemma":0.002518511,"domain_scores_codex":[0.9809938,0.002636378,0.001600134,0.005191935,0.005520615,0.00405715],"domain_scores_gemma":[0.9861435,0.001290373,0.003327345,0.005799172,0.0006247049,0.002814895],"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":[0.001303537,0.001086122,0.05785595,0.0003360392,0.003644123,0.01618272,0.002594483,0.0004583818,0.03183755,0.001057761,0.8833773,0.0002660648],"study_design_scores_gemma":[0.01018694,0.001031767,0.06071449,0.004534733,0.005658957,0.001196479,0.01916884,0.0002353298,0.004139611,0.0003050996,0.8845082,0.008319561],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1866883,0.008289636,0.0009363669,0.002143306,0.009127772,0.005495202,0.004770656,0.009593694,0.7729551],"genre_scores_gemma":[0.1227677,0.000834457,0.009251916,0.001092798,0.00464429,0.00006532392,0.001749923,0.005699945,0.8538936],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1011314,"threshold_uncertainty_score":0.9994599,"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."}}