{"id":"W7037270804","doi":"","title":"Eight years of computing education papers at NACCQ","year":2008,"lang":"en","type":"other","venue":"UTS ePRESS (University of Technology Sydney)","topic":"Graph Theory and Algorithms","field":"Computer Science","cited_by":0,"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":[],"consensus_categories":[],"category_scores_codex":[0.01225228,0.001149315,0.001118822,0.01857756,0.004549784,0.01105517,0.002336338,0.002135269,0.2259908],"category_scores_gemma":[0.0261568,0.0005126034,0.000929149,0.02589783,0.001168856,0.003663688,0.004874317,0.00209655,0.09664959],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01153551,"about_ca_system_score_gemma":0.01011878,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00620741,"about_ca_topic_score_gemma":0.01586893,"domain_scores_codex":[0.9862905,0.001136314,0.0009227616,0.001029102,0.009338076,0.001283342],"domain_scores_gemma":[0.9509933,0.005704944,0.002391904,0.002215804,0.02816574,0.01052831],"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":[0.000064723,0.00005995823,0.001136736,0.0007719474,0.0000177655,0.0001086101,0.0002829747,0.0001096559,0.0003880567,0.002075296,0.902311,0.09267322],"study_design_scores_gemma":[0.000007833476,0.00001632196,0.00222566,0.000354842,0.00000395233,0.00006989383,0.0002031122,0.00003596807,0.0001057035,0.0002458241,0.9967236,0.000007333509],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01796724,0.1048478,0.002720012,0.07511823,0.1056712,0.0007590583,0.01713444,0.001567742,0.6742144],"genre_scores_gemma":[0.03398747,0.02845835,0.003065909,0.01102681,0.0167897,0.0004343057,0.01456205,0.001931706,0.8897437],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2259908,"threshold_uncertainty_score":0.7560145,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004536600543426925,"score_gpt":0.1806666795456286,"score_spread":0.1761300790022017,"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."}}