{"id":"W4400461331","doi":"10.1007/s10270-024-01192-y","title":"Requirements for modelling tools for teaching","year":2024,"lang":"en","type":"article","venue":"Software & Systems Modeling","topic":"Model-Driven Software Engineering Techniques","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Université de Montréal; Toronto Metropolitan University; McGill University","funders":"Agencia Estatal de Investigación; Engineering and Physical Sciences Research Council; Junta de Andalucía","keywords":"Computer science; Software engineering; Engineering management; Programming language; Systems engineering; Engineering","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":[0.06932312,0.00174637,0.00142605,0.005325076,0.002868286,0.01487741,0.006212879,0.007763529,0.01097606],"category_scores_gemma":[0.2012431,0.001876237,0.002233041,0.004267707,0.003422543,0.01918939,0.00724719,0.008148329,0.005844752],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003295395,"about_ca_system_score_gemma":0.007776815,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00209861,"about_ca_topic_score_gemma":0.001715165,"domain_scores_codex":[0.9189833,0.03509637,0.01184174,0.002126587,0.02920643,0.002745693],"domain_scores_gemma":[0.6177412,0.2636822,0.01173692,0.04108049,0.05835596,0.007403268],"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":[0.0003706243,0.0009522188,0.004276465,0.004023996,0.00007876514,0.002784483,0.01304997,0.02250639,0.01676797,0.5652325,0.04310414,0.3268524],"study_design_scores_gemma":[0.0002146283,0.0004347511,0.002505413,0.007060254,0.000153066,0.003851873,0.005964392,0.07671518,0.01410927,0.1976876,0.6910284,0.0002751643],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02974942,0.001905851,0.8678893,0.02826515,0.000952243,0.002193288,0.000726746,0.005908407,0.06240959],"genre_scores_gemma":[0.1581376,0.001441335,0.8222204,0.001816348,0.0002730643,0.001923501,0.001930645,0.001715968,0.01054115],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.06932312,"threshold_uncertainty_score":0.3666201,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08127839228265525,"score_gpt":0.3093613200633495,"score_spread":0.2280829277806943,"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."}}