{"id":"W2153418524","doi":"10.1109/vlhcc.2006.56","title":"Visual Snippet Editor - Success With Less","year":2006,"lang":"en","type":"article","venue":"","topic":"Teaching and Learning Programming","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"IBM (Canada)","funders":"","keywords":"Snippet; Computer science; Executable; Task (project management); Programming language; Usability; Java; Human–computer interaction; Software engineering","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":[0.0001901618,0.00008672965,0.00008150179,0.0000493634,0.0001510167,0.0003137166,0.0004108267,0.00003116952,0.000007968762],"category_scores_gemma":[0.000006006915,0.00006139606,0.00002170561,0.000188054,0.0000283302,0.000287105,0.00007635426,0.0001529988,0.00003531003],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001266438,"about_ca_system_score_gemma":0.00002982621,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001013486,"about_ca_topic_score_gemma":0.0001043607,"domain_scores_codex":[0.9991679,0.00004401511,0.00008816871,0.0002423275,0.0002212887,0.0002363615],"domain_scores_gemma":[0.9996423,0.00004543496,0.00003800122,0.0002032339,0.00002836331,0.00004267388],"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":[0.00001840784,0.0004377787,0.1505792,0.00003277853,0.00002636561,0.00008965685,0.0008297035,0.001918748,0.0001551748,0.08896988,0.03697195,0.7199704],"study_design_scores_gemma":[0.001018567,0.0005449118,0.06671539,0.00006525392,0.00001086819,0.00007950436,0.0002014619,0.0299878,0.001172467,0.0002519235,0.8991634,0.0007884013],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1351313,0.00002373759,0.8593059,0.000656703,0.001015877,0.00004611294,1.114955e-7,0.0006795506,0.003140763],"genre_scores_gemma":[0.9242854,1.315791e-7,0.07181342,0.00006597422,0.001564589,0.000004413159,0.000001732254,0.000007003157,0.002257356],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8621915,"threshold_uncertainty_score":0.3025176,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006483998828847236,"score_gpt":0.2389947165007551,"score_spread":0.2325107176719078,"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."}}