{"id":"W7028028844","doi":"","title":"Eight years of computing education papers at NACCQ","year":2008,"lang":"en","type":"article","venue":"Figshare","topic":"Teaching and Learning Programming","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Capstone; Consistency (knowledge bases); Set (abstract data type); Quarter (Canadian coin); Curriculum; Position (finance); Position paper","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["bibliometrics"],"consensus_categories":[],"category_scores_codex":[0.009588124,0.001215602,0.00119919,0.01376113,0.004704229,0.01116937,0.002051509,0.002065611,0.2361565],"category_scores_gemma":[0.02326295,0.0005679126,0.001097148,0.01871478,0.001331853,0.003948836,0.004733506,0.002629046,0.09785494],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0112275,"about_ca_system_score_gemma":0.009957672,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007455758,"about_ca_topic_score_gemma":0.02404795,"domain_scores_codex":[0.9871979,0.0008676283,0.0006561649,0.0008843223,0.009291434,0.00110249],"domain_scores_gemma":[0.9609846,0.003743582,0.00152724,0.00153579,0.02245914,0.009749544],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00005455621,0.00004664812,0.0004729044,0.0005306322,0.00001335576,0.00006690553,0.0002157874,0.00007081177,0.0004340314,0.002212154,0.9072578,0.08862443],"study_design_scores_gemma":[0.000004809272,0.00001458262,0.0008793386,0.0002428846,0.000002706018,0.00003269787,0.0001491838,0.00001822658,0.00006705707,0.0002122506,0.9983703,0.000006016712],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.007881948,0.1164427,0.002306319,0.07474601,0.2102522,0.00051664,0.006042121,0.0009555074,0.5808566],"genre_scores_gemma":[0.01327054,0.02890357,0.002070948,0.01324464,0.02207991,0.0002664562,0.005270305,0.001114735,0.913779],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9862389,"threshold_uncertainty_score":0.7900223,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.028759037574814,"score_gpt":0.2530167838327955,"score_spread":0.2242577462579815,"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."}}