{"id":"W7161968815","doi":"10.82308/49627","title":"A digital platform for mass customization of housing","year":2014,"lang":"en","type":"dissertation","venue":"","topic":"Product Development and Customization","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mass customization; Modularity (biology); Digitization; Production (economics); Novelty; Build to order; Personalization; Building information modeling","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":[0.0009579143,0.0004880753,0.0003133696,0.001168383,0.0008458151,0.00361309,0.00135412,0.0008723152,0.01704116],"category_scores_gemma":[0.002737292,0.0003647072,0.000707316,0.0009595279,0.001844729,0.005552941,0.004877375,0.001421837,0.002777191],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009763616,"about_ca_system_score_gemma":0.0009179264,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001327033,"about_ca_topic_score_gemma":0.00182387,"domain_scores_codex":[0.9992625,0.0002088435,0.00004220483,0.000153732,0.0002721763,0.00006054044],"domain_scores_gemma":[0.9989092,0.0002855054,0.00008439862,0.0005443848,0.0001120679,0.00006440984],"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":[0.0001050047,0.0001077191,0.001244027,0.0001870375,0.00002162441,0.0003245839,0.002418976,0.01988288,0.0115045,0.7000561,0.01097601,0.2531715],"study_design_scores_gemma":[0.00004824344,0.0001814855,0.001831518,0.0002896987,0.00004009971,0.0004359293,0.001149219,0.08192077,0.01345968,0.1801309,0.7204284,0.00008405151],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.03175426,0.0005629731,0.8065196,0.001238328,0.0002991066,0.0003350418,0.0004749835,0.004213701,0.1546021],"genre_scores_gemma":[0.403116,0.001638432,0.5268341,0.0004199448,0.0001697572,0.0005875559,0.001052949,0.0008177698,0.06536353],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01704116,"threshold_uncertainty_score":0.05700839,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01113826184923689,"score_gpt":0.2134053946740765,"score_spread":0.2022671328248396,"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."}}