{"id":"W2848846775","doi":"","title":"Research Guides: Library research for graduate students in Education: Statistics Canada","year":2013,"lang":"en","type":"libguides","venue":"","topic":"Statistics Education and Methodologies","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Statistics education; Library science; Mathematics education; Higher education; Sociology; Medical education; Political science; Psychology; Computer science","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":["metaresearch","metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.008055848,0.0003849122,0.0007355454,0.001270737,0.0003546477,0.0005447567,0.001852849,0.0003977318,0.002169997],"category_scores_gemma":[0.0360871,0.0003478095,0.00005015426,0.001091791,0.0003164333,0.0001561804,0.0006234192,0.001796301,0.00009247191],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008592493,"about_ca_system_score_gemma":0.02610624,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3814374,"about_ca_topic_score_gemma":0.3343314,"domain_scores_codex":[0.9915773,0.002430524,0.001214431,0.0007898052,0.002785579,0.001202305],"domain_scores_gemma":[0.9509189,0.0446135,0.0002384041,0.001060396,0.00287062,0.0002981563],"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":[0.00001539054,0.000245488,0.0001695473,0.001176938,0.00004148159,0.000005526362,0.000351562,2.685276e-7,4.827596e-7,0.1676704,0.8231776,0.007145266],"study_design_scores_gemma":[0.0001748199,0.00005701401,0.0004483467,0.0002851248,0.00001236922,0.000001977561,0.007442846,0.00001178252,0.00003804075,0.4267078,0.5645875,0.0002323031],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00674473,0.01251156,0.03555497,0.07120548,0.09521583,0.04934881,0.05211899,0.001209943,0.6760897],"genre_scores_gemma":[0.00003865922,0.001603521,0.4515917,0.0005289246,0.0009958436,0.002078888,0.001897803,0.0001472892,0.5411174],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4160368,"threshold_uncertainty_score":0.9998974,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6949324769097145,"score_gpt":0.6125052497137642,"score_spread":0.0824272271959503,"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."}}