{"id":"W4253759353","doi":"10.53761/1.9.1.3","title":"On Online Assignments in a Calculus Class","year":2012,"lang":"en","type":"article","venue":"Journal of University Teaching and Learning Practice","topic":"Innovations in Educational Methods","field":"Social Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Class (philosophy); Calculus (dental); Computer science; Mathematics education; Mathematics; Artificial intelligence; Medicine","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01118072,0.00003785263,0.00007404059,0.0002194202,0.0006424385,0.00002389081,0.00008793459,0.000048339,0.00001525694],"category_scores_gemma":[0.0222706,0.00003957086,0.00001892702,0.0001794982,0.00004784581,0.0008961809,0.00001738063,0.001488294,0.000002098447],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003108082,"about_ca_system_score_gemma":0.0001349214,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005224627,"about_ca_topic_score_gemma":0.0000156508,"domain_scores_codex":[0.9951869,0.004284785,0.0001083872,0.00004546778,0.0002488034,0.0001256786],"domain_scores_gemma":[0.9959095,0.003595758,0.0002881585,0.00003164844,0.000107761,0.0000671971],"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":[0.0006705468,0.002658005,0.07176123,0.00001323299,0.0001302924,0.00006854829,0.2731568,0.002010556,0.0001706762,0.4542038,0.003772913,0.1913834],"study_design_scores_gemma":[0.0002639265,0.00007646822,0.01765423,0.00004206245,0.00002449595,0.00002026068,0.1255053,0.00005540045,8.000534e-7,0.00008729669,0.856215,0.00005475897],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.924497,0.0000523194,0.003545999,0.01226843,0.000640103,0.0000336618,3.434027e-7,0.000008599207,0.05895352],"genre_scores_gemma":[0.9535604,0.00003702104,0.04281508,0.0003232335,0.0003286497,1.948345e-8,3.692225e-7,0.000002891666,0.002932375],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8524421,"threshold_uncertainty_score":0.9859653,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04084104306842016,"score_gpt":0.4062182246973048,"score_spread":0.3653771816288846,"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."}}