{"id":"W4236734165","doi":"10.1145/1595496.1562971","title":"\"Mailing it in\"","year":2009,"lang":"en","type":"article","venue":"ACM SIGCSE Bulletin","topic":"Teaching and Learning Programming","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sheridan College","funders":"","keywords":"Computer science; World Wide Web; System administrator; Annotation; Extensibility; Web application; Software engineering; Multimedia; Operating system; Artificial intelligence","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":[],"consensus_categories":[],"category_scores_codex":[0.0006286764,0.0001026652,0.0001160235,0.00009489575,0.00009776316,0.0001456532,0.001060508,0.00005368514,0.00004430871],"category_scores_gemma":[0.0006092962,0.0000999996,0.00004404435,0.0002188931,0.00001297168,0.00006752885,0.0001599544,0.000342896,0.0004355827],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002576365,"about_ca_system_score_gemma":0.0000189709,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000547254,"about_ca_topic_score_gemma":0.000003149253,"domain_scores_codex":[0.9989374,0.00009654991,0.0001734743,0.0003110367,0.0001632521,0.0003183174],"domain_scores_gemma":[0.9990696,0.0001674353,0.00004881149,0.0006355513,0.00001574902,0.00006286827],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00000465918,0.0000827522,0.001002475,0.000003755021,0.000002656754,0.0000732985,0.002542562,0.000260397,0.0001055764,0.006332074,0.008222411,0.9813674],"study_design_scores_gemma":[0.0002802607,0.0001005367,0.004930513,0.00004782582,0.000001396098,0.00001677436,0.00006506669,0.0006175824,0.0001034686,0.001063422,0.9925874,0.000185694],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3125486,0.001078351,0.2866332,0.3763024,0.001014685,0.0004758161,3.929735e-7,0.002298262,0.01964829],"genre_scores_gemma":[0.8434786,0.000005337966,0.1532422,0.002249234,0.00006287614,0.000003149902,6.001843e-7,0.000005077476,0.0009529282],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.984365,"threshold_uncertainty_score":0.559868,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01747786975096079,"score_gpt":0.2660010656891605,"score_spread":0.2485231959381997,"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."}}