{"id":"W7143357633","doi":"10.5281/zenodo.19325464","title":"Investigating the Predictive Factors of Secondary Education Mathematics Performance","year":2022,"lang":"","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Mathematics Education and Pedagogy","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Competence (human resources); Quarter (Canadian coin); Perception; Lift (data mining); Secondary education; Academic achievement","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002516871,0.0003249539,0.000396201,0.0003767865,0.006780325,0.0004693655,0.002095445,0.00008986993,0.06340761],"category_scores_gemma":[0.002266038,0.0003007131,0.00014431,0.001076476,0.0005106708,0.0002857711,0.002352162,0.001060112,0.0006247517],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003962211,"about_ca_system_score_gemma":0.0001540229,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001757208,"about_ca_topic_score_gemma":2.228336e-7,"domain_scores_codex":[0.9959095,0.001040422,0.001048808,0.0004674763,0.001056091,0.000477704],"domain_scores_gemma":[0.9961313,0.0003788137,0.001123862,0.001120873,0.00101916,0.0002260112],"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":[0.00007403197,0.004840343,0.00006939283,0.008815221,0.0004353909,0.000001306405,0.3337445,0.0006774372,0.002032324,0.1826637,0.3711625,0.0954838],"study_design_scores_gemma":[0.0008912396,0.00115207,0.0009111039,0.0003910724,0.000270051,0.0002850203,0.1358374,0.0112717,0.001590101,0.02081366,0.8259338,0.0006528007],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7134519,0.0004503834,0.002694915,0.00150914,0.001048184,0.002575414,0.001228681,0.0004884292,0.276553],"genre_scores_gemma":[0.9906528,0.0001296951,0.00156602,0.0001766182,0.0002113393,9.282965e-7,0.001246932,0.001656064,0.004359579],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4547713,"threshold_uncertainty_score":0.9999445,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07688356474843329,"score_gpt":0.2977527580179307,"score_spread":0.2208691932694974,"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."}}