{"id":"W4255925389","doi":"10.1088/1757-899x/827/1/011001","title":"Preface","year":2020,"lang":"en","type":"article","venue":"IOP Conference Series Materials Science and Engineering","topic":"Product Development and Customization","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Globe; Mass customization; Personalization; Clothing; Textile; Political science; Table of contents; Management; Library science; Public relations; Engineering; Business; Marketing; History; World Wide Web; Computer science; Psychology; Economics; Law","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":[0.001826617,0.0012298,0.0009546694,0.002527463,0.003730878,0.005734554,0.001933069,0.002101253,0.5555149],"category_scores_gemma":[0.01055482,0.0004087067,0.0007585786,0.002308594,0.0009925185,0.004241698,0.003384279,0.003715886,0.4092217],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00248779,"about_ca_system_score_gemma":0.003831877,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00452558,"about_ca_topic_score_gemma":0.005127515,"domain_scores_codex":[0.9983911,0.0002465249,0.0001206777,0.0003235206,0.0007333794,0.0001848001],"domain_scores_gemma":[0.9952376,0.0006531565,0.0001832315,0.0004799186,0.002628134,0.0008180251],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003048133,0.00001930863,0.0001179547,0.0001100097,0.000002144162,0.00005504076,0.0001320299,0.00004229283,0.000105881,0.00499885,0.9606928,0.03369327],"study_design_scores_gemma":[0.000002649669,0.00001060531,0.0001794263,0.00008062328,0.000001011928,0.00005238218,0.0001161156,0.0000154626,0.00004093367,0.001163545,0.9983335,0.000003692215],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.001613477,0.009532019,0.004976535,0.02907483,0.1096652,0.0006804095,0.0129627,0.00199084,0.829504],"genre_scores_gemma":[0.006888952,0.005636689,0.002655921,0.00799653,0.01469309,0.0004111963,0.01324255,0.001048536,0.9474266],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.5555149,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01702852548457629,"score_gpt":0.181704848371763,"score_spread":0.1646763228871868,"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."}}