{"id":"W4200484607","doi":"10.52041/serj.v20i2.358","title":"WHAT STUDENTS IN THE FIRST GRADES OF ELEMENTARY SCHOOL KNOW ABOUT TABLES","year":2021,"lang":"en","type":"article","venue":"Statistics Education Research Journal","topic":"Chemistry Education and Research","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Mathematics education; Table (database); Construct (python library); Set (abstract data type); Interpretation (philosophy); Psychology; Primary education; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005973825,0.0000658203,0.00010349,0.0002138054,0.001080948,0.001204133,0.0007683719,0.00004983934,0.004605486],"category_scores_gemma":[0.003823267,0.00005338539,0.00003303936,0.0009911627,0.0004651288,0.0003165947,0.00007761399,0.0008025357,0.0000332586],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003937808,"about_ca_system_score_gemma":0.008710664,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001172806,"about_ca_topic_score_gemma":0.00491797,"domain_scores_codex":[0.9956574,0.001107492,0.0003524692,0.0001560971,0.002283419,0.0004431676],"domain_scores_gemma":[0.9965789,0.001006426,0.00009966752,0.0002108532,0.001851435,0.0002527173],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.000029208,0.002613513,0.1842234,0.0001639761,0.000054354,0.00003910037,0.05772429,0.000006419719,0.0003601967,0.02641065,0.6822096,0.04616527],"study_design_scores_gemma":[0.0002869507,0.00003055744,0.06920891,0.0003385642,0.000006077285,0.00001931854,0.5234863,0.000004275787,0.0004235008,0.01832765,0.3877821,0.00008574648],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8117391,0.02199404,0.0003812976,0.1349092,0.004800614,0.001300243,0.0001398898,0.00001483683,0.02472082],"genre_scores_gemma":[0.8876204,0.07605901,0.003394591,0.0006886994,0.001839034,0.0001094642,0.0001297366,0.00001994791,0.0301391],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.465762,"threshold_uncertainty_score":0.9998327,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06670397173239274,"score_gpt":0.5189354223440577,"score_spread":0.4522314506116649,"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."}}