{"id":"W4254509777","doi":"10.1115/1.2509391","title":"Editorial","year":2007,"lang":"en","type":"editorial","venue":"Journal of Manufacturing Science and Engineering","topic":"Manufacturing Process and Optimization","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Editorial board; Commonwealth; Library science; Engineering; Management; Political science; Computer science; Law","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001926221,0.0003158707,0.0004129506,0.0008674634,0.0001035792,0.0002867754,0.0005176177,0.0004272401,0.000006778073],"category_scores_gemma":[0.0006140468,0.0002841938,0.00007324927,0.0002030038,0.00008951512,0.0006698342,0.00007039278,0.001376599,0.000002444063],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000271533,"about_ca_system_score_gemma":0.0002138278,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000391767,"about_ca_topic_score_gemma":5.743113e-7,"domain_scores_codex":[0.9967955,0.000003517954,0.0005439743,0.0001994788,0.001999752,0.000457755],"domain_scores_gemma":[0.9986742,0.0002134599,0.0001875218,0.0001670448,0.0005151312,0.000242644],"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":[0.000007480743,0.00000403934,2.352268e-7,0.0003345052,0.00002389826,0.00001010938,0.00009630206,0.2479552,0.000139556,0.000001032575,0.7477887,0.003638989],"study_design_scores_gemma":[0.0002573346,0.00005578102,0.00003112393,0.000281082,0.00004007286,0.0000170301,0.00001779682,0.00597742,0.01875124,0.00001376313,0.9742078,0.0003495581],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.004348489,0.0004267409,0.004956605,0.000005095378,0.9898293,0.00005223206,0.000004681137,0.00009876506,0.0002781012],"genre_scores_gemma":[0.01484812,0.0009313329,0.001514596,0.000003405565,0.9826159,0.000001158696,0.000002394431,0.00005742613,0.00002563666],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.2419778,"threshold_uncertainty_score":0.999961,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003968860885158869,"score_gpt":0.2073291209541553,"score_spread":0.2033602600689965,"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."}}