{"id":"W1985461158","doi":"10.5539/ies.v1n3p46","title":"Discussion on Statistics Teaching Management","year":2008,"lang":"en","type":"article","venue":"International Education Studies","topic":"Statistics Education and Methodologies","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Teaching method; Mathematics education; Process (computing); Software deployment; Computer science; Psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003169503,0.0001331423,0.0001509661,0.0001885455,0.0002738592,0.00002012821,0.0001776785,0.0000253141,0.0001442024],"category_scores_gemma":[0.004420398,0.00009076193,0.00003602034,0.00005980465,0.00008937779,0.00006414606,0.00007013816,0.0001305064,0.0001366129],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001745375,"about_ca_system_score_gemma":0.00007556145,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000468851,"about_ca_topic_score_gemma":0.000001944602,"domain_scores_codex":[0.9989101,0.0001071515,0.0002876421,0.0002163471,0.0003562657,0.0001225404],"domain_scores_gemma":[0.9981087,0.0009671032,0.0001493909,0.0001917837,0.0005393773,0.00004359948],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001303296,0.000284499,0.0005639116,0.00002563468,0.0001196533,0.000002844597,0.001943315,0.000002743022,0.00000574963,0.4949118,0.4723886,0.02973823],"study_design_scores_gemma":[0.0002957212,0.00004773544,0.008044193,0.0001359578,0.00004365893,0.0000317656,0.0124806,0.00002768898,0.000144061,0.5926572,0.385856,0.0002354571],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1311245,0.0008383126,0.4353301,0.03410607,0.09734099,0.001439241,0.0005002171,0.0008734721,0.2984472],"genre_scores_gemma":[0.0904547,0.000779117,0.7647057,0.001208987,0.0004837153,0.0001948439,0.00007569625,0.00002702453,0.1420702],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.3293757,"threshold_uncertainty_score":0.5291949,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4146716132780385,"score_gpt":0.5557891539725974,"score_spread":0.1411175406945589,"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."}}