{"id":"W4410842437","doi":"10.1007/978-3-031-92970-0_21","title":"Implementing Models of Programming Problem Solving","year":2025,"lang":"en","type":"book-chapter","venue":"Lecture notes in computer science","topic":"Teaching and Learning Programming","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Carleton University","funders":"","keywords":"Computer science; Programming language","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001045594,0.0007550842,0.0004824816,0.0003908417,0.0005383206,0.003298614,0.002160991,0.001337247,0.01583605],"category_scores_gemma":[0.005496603,0.0009383543,0.001010375,0.0006758267,0.001386796,0.004959771,0.001992662,0.003090705,0.002294959],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001011319,"about_ca_system_score_gemma":0.001071417,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001250732,"about_ca_topic_score_gemma":0.001693817,"domain_scores_codex":[0.9987668,0.0005423275,0.00006817989,0.0001678415,0.0003576806,0.00009724923],"domain_scores_gemma":[0.9976788,0.001298138,0.00009163136,0.0006556806,0.0001921052,0.00008378876],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00005821325,0.0001050571,0.0004054334,0.0001265004,0.00002010028,0.00003618309,0.0003113963,0.04577719,0.001775092,0.8807436,0.003689683,0.06695151],"study_design_scores_gemma":[0.00003497403,0.00004886295,0.0001074534,0.00006121812,0.00002467724,0.00005967262,0.0001074454,0.2770113,0.003766225,0.692455,0.02630725,0.00001596468],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01001995,0.0001743961,0.9493343,0.0006565446,0.00008516684,0.00005822344,0.00009410017,0.001552548,0.03802481],"genre_scores_gemma":[0.3329169,0.000533364,0.6273519,0.0002670207,0.00005992829,0.0003566129,0.0006492372,0.0006810966,0.037184],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01583605,"threshold_uncertainty_score":0.05297691,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02028824987244774,"score_gpt":0.2665838640349967,"score_spread":0.2462956141625489,"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."}}