{"id":"W4409211845","doi":"10.1145/3716640.3716656","title":"Achievement Goals in CS1-LLM","year":2025,"lang":"en","type":"article","venue":"","topic":"Teaching and Learning Programming","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Google; National Science Foundation","keywords":"Computer science","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":[0.0004273478,0.00005166593,0.00006627061,0.0001174756,0.00005338103,0.0001082186,0.0004081842,0.00002342186,0.000006612619],"category_scores_gemma":[0.00003645425,0.00004449926,0.00002228775,0.000309806,0.000008028543,0.00009693858,0.0001654673,0.0001464016,0.00003629804],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002843002,"about_ca_system_score_gemma":0.00002824762,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001980323,"about_ca_topic_score_gemma":0.00004400356,"domain_scores_codex":[0.9993988,0.00006068038,0.0001093402,0.0001857965,0.0000810222,0.0001643795],"domain_scores_gemma":[0.999657,0.00005107747,0.00001545245,0.0002477219,0.000007847955,0.00002094676],"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":[8.840461e-7,0.00008680405,0.02146079,0.000006386651,0.000004398369,0.000004219376,0.0005085586,0.0001718367,0.00004132,0.2163419,0.0009765241,0.7603964],"study_design_scores_gemma":[0.0005062323,0.00007845917,0.09088688,0.00007852042,0.000002154836,0.000001209319,0.0001299682,0.01199039,0.0004448107,0.002392911,0.8932929,0.0001955512],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0251758,0.0001064945,0.9480035,0.007199825,0.0003013779,0.00008141682,3.63246e-8,0.0003473706,0.01878413],"genre_scores_gemma":[0.8850922,0.000001726244,0.1051488,0.0008055829,0.00001061394,0.000008537842,2.970915e-7,0.000001856991,0.008930453],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8923164,"threshold_uncertainty_score":0.1814627,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008280805121806583,"score_gpt":0.2732451943379092,"score_spread":0.2649643892161027,"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."}}