{"id":"W4390117361","doi":"10.1109/models-c59198.2023.00029","title":"Enlightening Modeling the Aristotelian Way with Light-Code","year":2023,"lang":"en","type":"article","venue":"","topic":"Teaching and Learning Programming","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kootenay Association for Science & Technology","funders":"","keywords":"Agile software development; Craft; Drama; Code (set theory); Set (abstract data type); Computer science; Process (computing); Multimedia; Mathematics education; Software engineering; Visual arts; Psychology; Programming language; Art","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":[0.001281569,0.0006277275,0.0004297419,0.001185332,0.002708568,0.006107447,0.001207532,0.002076231,0.007818218],"category_scores_gemma":[0.003993939,0.0004205582,0.000679008,0.0005786794,0.008381718,0.006183154,0.004635626,0.002751605,0.001880115],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001669376,"about_ca_system_score_gemma":0.002486863,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00646097,"about_ca_topic_score_gemma":0.0110154,"domain_scores_codex":[0.9989535,0.0004811755,0.00002797963,0.0001324596,0.0002951784,0.0001097224],"domain_scores_gemma":[0.9989358,0.0005332304,0.00006307349,0.0001954536,0.0001514133,0.0001211399],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001859192,0.00002119566,0.0002805132,0.00005087823,0.00000380686,0.000122631,0.003609302,0.003409824,0.0005647947,0.9790759,0.001887388,0.01095508],"study_design_scores_gemma":[0.00003009217,0.00002717256,0.0001570513,0.0002060264,0.000008236382,0.000198795,0.001097367,0.02662257,0.0009752128,0.7826299,0.1880149,0.00003262657],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02873165,0.00138306,0.7500972,0.007340283,0.0004672384,0.00009411213,0.0001082989,0.000851315,0.2109269],"genre_scores_gemma":[0.5035333,0.002100686,0.4499813,0.001416935,0.0002721885,0.0002981858,0.0001562208,0.0009514875,0.04128961],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.007818218,"threshold_uncertainty_score":0.02615458,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02422086315209013,"score_gpt":0.2443016412642633,"score_spread":0.2200807781121732,"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."}}