{"id":"W4211138918","doi":"10.1145/1345443.1345438","title":"Developing a computer science-specific learning taxonomy","year":2007,"lang":"en","type":"article","venue":"","topic":"Teaching and Learning Programming","field":"Computer Science","cited_by":78,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Computer science; Taxonomy (biology); Mathematics education; Psychology","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":[0.003040171,0.0005858277,0.0006478414,0.003820168,0.003313931,0.005843196,0.002121102,0.001886152,0.006650267],"category_scores_gemma":[0.0129758,0.0007655749,0.001216263,0.002715696,0.001724865,0.01295534,0.004208714,0.003486726,0.003758075],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003890829,"about_ca_system_score_gemma":0.01185595,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007899941,"about_ca_topic_score_gemma":0.01501137,"domain_scores_codex":[0.997401,0.0006855241,0.0004827927,0.0004456785,0.0007608982,0.0002240089],"domain_scores_gemma":[0.9887009,0.002189327,0.0007057454,0.00177897,0.005639279,0.0009858521],"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":[0.0000359542,0.0004140712,0.01196901,0.0006229276,0.00002751252,0.0001776561,0.005326368,0.005659045,0.003118484,0.6007156,0.02279071,0.3491426],"study_design_scores_gemma":[0.00003962476,0.0002232863,0.006432212,0.001139684,0.00006784187,0.0007982517,0.01082661,0.1066906,0.006272153,0.5466304,0.3207837,0.00009552077],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.03518321,0.0003890515,0.9037899,0.003444538,0.0002040388,0.0012935,0.0006850494,0.001668519,0.05334228],"genre_scores_gemma":[0.07482063,0.0004502738,0.9127718,0.0002585277,0.00002663069,0.0005916977,0.001713456,0.0001341901,0.00923281],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.007899941,"threshold_uncertainty_score":0.02823007,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0560288545921207,"score_gpt":0.275038923751562,"score_spread":0.2190100691594413,"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."}}