{"id":"W2938297621","doi":"10.4324/9781351117869","title":"Mass Customization and Design Democratization","year":2018,"lang":"en","type":"book","venue":"","topic":"Design Education and Practice","field":"Engineering","cited_by":38,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Democratization; Mass customization; Personalization; Computer science; Political science; World Wide Web; Democracy; Politics","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":[0.0008751933,0.0006009306,0.0003834892,0.0009456407,0.001575989,0.00339395,0.0006522316,0.001191645,0.02453454],"category_scores_gemma":[0.001738259,0.000383807,0.0002938619,0.001009732,0.007063394,0.004749374,0.002543211,0.002645197,0.003912398],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002605928,"about_ca_system_score_gemma":0.0009119823,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001015099,"about_ca_topic_score_gemma":0.002182846,"domain_scores_codex":[0.9992282,0.0002265827,0.00002443973,0.0001477241,0.000310673,0.00006240279],"domain_scores_gemma":[0.9989989,0.0003786219,0.00004690436,0.0004615382,0.00008634391,0.00002766489],"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":[0.000003697053,0.000007203921,0.00002771145,0.00002153782,0.0000015365,0.00001228075,0.0003645699,0.0004955878,0.0001658337,0.9682707,0.009000227,0.0216292],"study_design_scores_gemma":[0.000003400596,0.000006338491,0.000167786,0.00006853057,0.000002342082,0.00007161062,0.0002279579,0.0009066268,0.0004798798,0.6682271,0.3298326,0.000005755087],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004042614,0.002569485,0.01681879,0.002573652,0.0003064233,0.00001862129,0.00001966998,0.0001436354,0.9735072],"genre_scores_gemma":[0.1785405,0.002910236,0.00835141,0.00136733,0.0005073559,0.00009128657,0.00007505041,0.0003175848,0.8078394],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02453454,"threshold_uncertainty_score":0.08207625,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01756836595078423,"score_gpt":0.2218678509414063,"score_spread":0.2042994849906221,"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."}}