{"id":"W3011480664","doi":"10.1145/1352322.1352183","title":"Poogle and the unknown-answer assignment","year":2008,"lang":"en","type":"article","venue":"ACM SIGCSE Bulletin","topic":"Teaching and Learning Programming","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science; Mathematics education; World Wide Web; Human–computer interaction; Programming language; Information retrieval; Mathematics","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":[0.0007188566,0.0001146391,0.0001322072,0.0000304013,0.0004693027,0.0001144466,0.0008493799,0.00004165065,0.00005551527],"category_scores_gemma":[0.0004281513,0.00007326175,0.00005239698,0.00009866111,0.0001776993,0.0000442794,0.0004766213,0.0002776911,0.0002206724],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001462167,"about_ca_system_score_gemma":0.00002028879,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001192683,"about_ca_topic_score_gemma":0.000001122327,"domain_scores_codex":[0.9988467,0.0002422515,0.0001413337,0.0002896456,0.0002285511,0.0002515191],"domain_scores_gemma":[0.9986824,0.0004721316,0.00006190447,0.0006926681,0.00002043121,0.00007041339],"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":[0.00007253123,0.0002122865,0.003473189,0.00001844074,0.00008607015,0.0001716891,0.02241043,0.0002802623,0.00009744644,0.06794097,0.1025619,0.8026748],"study_design_scores_gemma":[0.0007742158,0.00004884665,0.00169002,0.00001054489,0.000005142482,0.0001003188,0.00004461831,0.0003270847,0.00007161183,0.0003036082,0.9964969,0.0001271325],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2494296,0.004024978,0.4331254,0.2992358,0.00142131,0.0009214442,9.634899e-7,0.001585036,0.01025547],"genre_scores_gemma":[0.9404377,0.00004522607,0.05191771,0.001435756,0.00009972845,0.00002320504,5.830216e-7,0.00001024199,0.006029804],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.893935,"threshold_uncertainty_score":0.3609545,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01555156738252311,"score_gpt":0.2135851552553189,"score_spread":0.1980335878727958,"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."}}