{"id":"W4392564511","doi":"10.1145/3626252.3630934","title":"Stump-the-Teacher: Using Student-generated Examples during Explicit Debugging Instruction","year":2024,"lang":"en","type":"article","venue":"","topic":"Teaching and Learning Programming","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Debugging; Algorithmic program debugging; Computer science; Programmer; Programming language; Mathematics education; Think aloud protocol; Usability; Psychology; Human–computer interaction","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":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0005881125,0.0001630023,0.0001184444,0.000161724,0.0006215593,0.001371606,0.0005977557,0.00005047506,0.00002072106],"category_scores_gemma":[0.000025642,0.0001200053,0.00006972304,0.0005484967,0.00002353776,0.0005922177,0.0002752842,0.0004237797,0.0000300387],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000103902,"about_ca_system_score_gemma":0.00005056603,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003607387,"about_ca_topic_score_gemma":0.00002031786,"domain_scores_codex":[0.9984883,0.0001822672,0.0002252115,0.00046315,0.0002937095,0.0003473782],"domain_scores_gemma":[0.9994109,0.00006618906,0.00004357049,0.0003898121,0.00002700498,0.00006251015],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000004119601,0.00006890798,0.00913505,0.00008115495,0.0001730679,0.00007621134,0.02020445,0.01037186,0.02145797,0.02364633,0.0001324885,0.9146484],"study_design_scores_gemma":[0.0007098214,0.00009424568,0.02292489,0.0003967149,0.00008222367,0.0006677321,0.003421977,0.890568,0.007973648,0.0003201119,0.07179948,0.001041115],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6990774,0.0005357409,0.2978215,0.0002542445,0.0006307078,0.00008431265,9.667622e-8,0.001454941,0.0001410846],"genre_scores_gemma":[0.9598802,0.000006390372,0.03893622,0.00003571042,0.0002664964,0.00001107484,0.000001147174,0.00002140722,0.0008413618],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9136073,"threshold_uncertainty_score":0.9996651,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03757593771252991,"score_gpt":0.2978073105894859,"score_spread":0.260231372876956,"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."}}