{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001816774,0.0002313797,0.0003126578,0.0004137443,0.0001080567,0.0003011115,0.0001713561,0.0001928095,0.000104741],"category_scores_gemma":[0.0002070518,0.0002178327,0.0001079605,0.0003155905,0.00001144377,0.001334736,0.00001849861,0.00006527293,0.00006659138],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002885581,"about_ca_system_score_gemma":0.00005096666,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001298758,"about_ca_topic_score_gemma":0.00005298076,"domain_scores_codex":[0.9988546,0.000001070303,0.0004327489,0.0002846902,0.000236807,0.000190087],"domain_scores_gemma":[0.9987336,0.00002359683,0.0006116895,0.0001542503,0.0004707985,0.000006103519],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0029321,0.0004169247,0.01314744,0.01745776,0.0006149571,0.000002234262,0.0005458299,0.001431519,0.005347983,0.1351762,0.1794757,0.6434514],"study_design_scores_gemma":[0.006833674,0.0000622083,0.005199118,0.001492569,0.001093748,7.753079e-7,0.002915061,0.05568206,0.01385832,0.02944817,0.8797122,0.003702149],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1023785,0.0000906988,0.07839693,0.0001696309,0.003926217,0.002346418,0.00001813239,0.0005422543,0.8121312],"genre_scores_gemma":[0.9369394,0.000009125355,0.002176279,0.0002484877,0.002112652,0.00008779968,0.01632757,0.0001384833,0.04196021],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8345609,"threshold_uncertainty_score":0.8882962,"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."}}