{"id":"W2992536976","doi":"10.1145/3361149.3361191","title":"Pattern stories","year":2019,"lang":"en","type":"article","venue":"","topic":"Design Education and Practice","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Computer science","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":[0.002753035,0.0007761324,0.0002362518,0.00123126,0.002235033,0.004371621,0.001344584,0.001769036,0.06439443],"category_scores_gemma":[0.01907988,0.0003877679,0.0005238152,0.001191224,0.001905682,0.008150141,0.004830311,0.001675954,0.01145888],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001438123,"about_ca_system_score_gemma":0.001354969,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0015732,"about_ca_topic_score_gemma":0.002310666,"domain_scores_codex":[0.9960392,0.001820345,0.0002489474,0.0003708384,0.001219007,0.0003017453],"domain_scores_gemma":[0.9913082,0.004029252,0.0006719308,0.001621677,0.001703909,0.0006650527],"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":[0.0003471632,0.0001835032,0.004495628,0.00100398,0.00004610891,0.002116295,0.09150902,0.001028382,0.003528832,0.3704037,0.2927661,0.2325712],"study_design_scores_gemma":[0.00001270949,0.00004048848,0.0007026917,0.000123431,0.000007246305,0.0008069295,0.008587452,0.0004062912,0.0008447054,0.02258904,0.9658647,0.00001432465],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.05870103,0.001282343,0.1446953,0.01304694,0.001292877,0.00150504,0.007752615,0.002186442,0.7695374],"genre_scores_gemma":[0.4619605,0.001958539,0.07642914,0.00380596,0.0002688441,0.001784333,0.00954057,0.001688192,0.4425639],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.06439443,"threshold_uncertainty_score":0.2154208,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01102046076635192,"score_gpt":0.2353219935558148,"score_spread":0.2243015327894629,"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."}}