{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00003607215,0.00003502934,0.00003064094,0.000009359081,0.00001758669,0.00002816129,0.0000253406,0.00001619031,0.0006640027],"category_scores_gemma":[0.00001728399,0.00003378593,0.000005562862,0.00004493637,0.000001973473,0.0001057099,0.000003513052,0.00004977726,0.0001725403],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003831997,"about_ca_system_score_gemma":0.000005577772,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000261585,"about_ca_topic_score_gemma":9.272378e-7,"domain_scores_codex":[0.9998131,0.00001475204,0.00004621018,0.000046843,0.00002840022,0.00005070306],"domain_scores_gemma":[0.9998241,0.00005778774,0.000003795667,0.000038231,0.000006752967,0.00006935323],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002931196,0.00008132394,0.01130803,0.0002549912,0.0001550706,0.00001423818,0.005697279,0.01018306,0.04275065,0.01510584,0.8097983,0.1046219],"study_design_scores_gemma":[0.0005693891,0.0001106601,0.03931431,0.00001539997,0.00005786063,0.00002655693,0.001745984,0.2553649,0.02074847,0.0006292032,0.6808123,0.0006049483],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0137682,0.0001476187,0.9588789,0.006006896,0.0001507164,0.00008781836,0.000001470851,0.0004061226,0.02055221],"genre_scores_gemma":[0.9923106,0.00008519883,0.005952728,0.001336908,0.00004653601,0.000005060533,0.000001634219,0.000008056386,0.0002533152],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9785424,"threshold_uncertainty_score":0.7270364,"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."}}