{"id":"W7043393226","doi":"","title":"State of the art practice: Are we ready for Systemic Design Toolkits?","year":2018,"lang":"en","type":"other","venue":"OCAD University Open Research Repository (OCAD University)","topic":"","field":"","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Field (mathematics); Session (web analytics); State (computer science); Set (abstract data type); Panel discussion; Variety (cybernetics)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1355677,0.001086836,0.001339639,0.003471753,0.01462398,0.04004281,0.005309523,0.01003645,0.02467011],"category_scores_gemma":[0.1264252,0.001512743,0.001635329,0.003311137,0.04376965,0.04531488,0.02748278,0.01868052,0.01031246],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02219534,"about_ca_system_score_gemma":0.06245293,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006813653,"about_ca_topic_score_gemma":0.01083911,"domain_scores_codex":[0.8236055,0.1357323,0.007329738,0.006943447,0.02037212,0.006016966],"domain_scores_gemma":[0.8491156,0.06576663,0.005042034,0.026717,0.02360392,0.0297548],"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":[0.00005900683,0.0002000244,0.001212777,0.001327834,0.00002987393,0.0001693261,0.07011721,0.0005746995,0.0005687974,0.6571907,0.1394445,0.1291053],"study_design_scores_gemma":[0.00005239171,0.0001041771,0.0005772221,0.001880641,0.00001162326,0.0001237305,0.05999017,0.0005393845,0.0003622737,0.2346147,0.7016653,0.00007838502],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.008206164,0.006712025,0.1286002,0.7167599,0.006341836,0.0006314182,0.000164579,0.002124904,0.1304589],"genre_scores_gemma":[0.4623131,0.01132829,0.3417898,0.09261844,0.00170208,0.005390715,0.0008343381,0.002791901,0.08123135],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.1355677,"threshold_uncertainty_score":0.7169591,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1446065458069693,"score_gpt":0.3498494620069743,"score_spread":0.205242916200005,"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."}}