{"id":"W3111206803","doi":"10.1145/3424771.3424806","title":"Patterns, design claims, and assertions","year":2020,"lang":"en","type":"article","venue":"","topic":"Design Education and Practice","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Computer science; Programming language","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":[0.03150642,0.0007426515,0.0006693281,0.007501388,0.002055048,0.009578918,0.002131945,0.002383783,0.004870169],"category_scores_gemma":[0.1314297,0.0007014333,0.0007709956,0.007571646,0.01396999,0.0393336,0.007444915,0.002368818,0.0007189322],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002835783,"about_ca_system_score_gemma":0.003684153,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002507726,"about_ca_topic_score_gemma":0.001708637,"domain_scores_codex":[0.953083,0.02477033,0.004847409,0.002440428,0.0137097,0.001149051],"domain_scores_gemma":[0.8584065,0.09325079,0.01268857,0.02484033,0.009516846,0.00129697],"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":[0.0001684835,0.00009022651,0.005784986,0.0005131373,0.00003350351,0.0001461336,0.0210448,0.002093983,0.0007075773,0.8647369,0.002040081,0.1026402],"study_design_scores_gemma":[0.00006868674,0.0002251174,0.003885208,0.001715113,0.00008089664,0.0005957545,0.02738491,0.0102263,0.003154467,0.8801673,0.07239518,0.0001010119],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1059695,0.001903015,0.7855589,0.01088075,0.0003326114,0.0004309228,0.0007433383,0.0008287032,0.0933522],"genre_scores_gemma":[0.787182,0.001839179,0.2020453,0.000751381,0.0001710864,0.0007895532,0.0009026992,0.0001817486,0.006137034],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03150642,"threshold_uncertainty_score":0.1666239,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05939258925716587,"score_gpt":0.2540948372872035,"score_spread":0.1947022480300376,"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."}}