{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009341511,0.0003464,0.0002874295,0.001965558,0.007177004,0.007148164,0.001976338,0.005920825,0.01863854],"category_scores_gemma":[0.01975815,0.0001490424,0.0008334197,0.002206068,0.004653921,0.005510502,0.002812959,0.005048129,0.002065045],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009069257,"about_ca_system_score_gemma":0.00952312,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009545431,"about_ca_topic_score_gemma":0.005836864,"domain_scores_codex":[0.9905474,0.004604685,0.000429586,0.0007639671,0.00269978,0.0009545137],"domain_scores_gemma":[0.9883744,0.005999694,0.0007292323,0.0002652812,0.003424184,0.001207247],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005748885,0.0001605743,0.002356061,0.0004272455,0.00001141678,0.0008185433,0.01560265,0.0006611421,0.000863814,0.6397769,0.2665218,0.07274237],"study_design_scores_gemma":[0.000008152596,0.00003678455,0.002499382,0.0003176755,0.000005121477,0.0001361495,0.009417585,0.0003154078,0.0003750765,0.0335217,0.9533439,0.00002309014],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.009508194,0.008493372,0.007683553,0.8434727,0.01460034,0.0001795068,0.0001540184,0.0001020865,0.1158062],"genre_scores_gemma":[0.2954697,0.01592998,0.008238697,0.4376656,0.04074102,0.0006649958,0.0002619442,0.0002441803,0.200784],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01863854,"threshold_uncertainty_score":0.0658024,"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."}}