{"id":"W1936054601","doi":"10.1002/ad.1976","title":"From Mass Customisation to Design ‘Democratisation’","year":2015,"lang":"en","type":"article","venue":"Architectural Design","topic":"Architecture and Computational Design","field":"Engineering","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Downtown; Democratization; Democracy; Capitalism; Political science; Sociology; Engineering; Political economy; Economy; History; Law; Archaeology; Economics","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003034128,0.000272541,0.0002146391,0.000193053,0.00008134478,0.00007383287,0.0002706663,0.00007843308,0.00005868962],"category_scores_gemma":[0.0001146001,0.0002512253,0.00005748698,0.000327258,0.00002763115,0.0001292796,0.0000259206,0.0001870299,0.0007811539],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001342642,"about_ca_system_score_gemma":0.00007549622,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006325233,"about_ca_topic_score_gemma":0.000005185683,"domain_scores_codex":[0.9984385,0.0002451522,0.0002926254,0.0002976913,0.0003857732,0.0003401983],"domain_scores_gemma":[0.998797,0.0005044136,0.00003238565,0.0002541428,0.00007659327,0.0003354866],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00008618269,0.000005362055,0.00001203159,0.000003396363,0.00003873201,0.000008930276,0.003981823,0.9080384,0.01262858,0.00007771935,0.01202307,0.06309573],"study_design_scores_gemma":[0.000806294,0.0003162941,0.001795272,0.00003401837,0.00003934288,0.00002988204,0.000118102,0.7384677,0.03108862,0.2245446,0.002045656,0.0007141918],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02299577,0.0001177567,0.9737512,0.0005164254,0.000413572,0.0006663816,0.00001093104,0.0006253389,0.0009026354],"genre_scores_gemma":[0.6852583,8.964481e-7,0.3138033,0.00031292,0.0003528796,0.00008624147,0.00002934508,0.00004386304,0.0001122424],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6622626,"threshold_uncertainty_score":0.9999968,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04494091083215616,"score_gpt":0.2317399865004309,"score_spread":0.1867990756682747,"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."}}