{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003133531,0.0001294323,0.0001168501,0.0003406819,0.000804644,0.0006572713,0.001055463,0.00003956597,0.00001029921],"category_scores_gemma":[0.00004302265,0.0001159874,0.00004495645,0.001074236,0.0001384379,0.0006185434,0.0004275528,0.0004069672,0.0001483706],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001386532,"about_ca_system_score_gemma":0.000138447,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002306176,"about_ca_topic_score_gemma":0.000002956505,"domain_scores_codex":[0.998186,0.00004415045,0.0002267358,0.0005181559,0.0003780768,0.0006468804],"domain_scores_gemma":[0.9992128,0.0001373361,0.00007831782,0.0003313944,0.00009550398,0.0001446527],"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":[8.713379e-7,0.00000925021,0.001877113,0.00000197112,0.000002205714,0.00001051935,0.0006674847,0.0002452581,0.0001046687,0.1090923,0.00006188235,0.8879265],"study_design_scores_gemma":[0.0001849193,0.00006760035,0.00790749,0.00002585443,7.901742e-7,0.00004863459,0.0001374567,0.01392086,0.001169119,0.0001223774,0.9761114,0.0003034973],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01546236,0.00004687758,0.9789721,0.000321453,0.000508855,0.00009564295,8.476418e-9,0.0008659732,0.003726721],"genre_scores_gemma":[0.4190168,0.000001289993,0.5805182,0.0001364918,0.0001097552,0.00000277205,2.180893e-7,0.000004826617,0.0002096368],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.9760495,"threshold_uncertainty_score":0.6338083,"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."}}