{"id":"W7097954277","doi":"","title":"Author manuscript, published in "9e Congrès International de Génie Industriel Canada (2011)"","year":2013,"lang":"en","type":"article","venue":"","topic":"Value Engineering and Management","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Work (physics); Field (mathematics); Object (grammar); Government (linguistics)","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":["insufficient_payload"],"category_scores_codex":[0.0004887616,0.0002700634,0.0002327538,0.0004653972,0.00008535072,0.001019871,0.0006202148,0.0001003986,0.01103708],"category_scores_gemma":[0.0003599315,0.0002598727,0.0000579325,0.0003460787,0.00002590447,0.001838755,0.0003510431,0.0003433188,0.001120711],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003050521,"about_ca_system_score_gemma":0.0001293187,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6611502,"about_ca_topic_score_gemma":0.3860821,"domain_scores_codex":[0.9981193,0.00001212743,0.0004264707,0.0003990705,0.0004561831,0.0005868648],"domain_scores_gemma":[0.9991605,0.00003429441,0.0001352594,0.0003953572,0.0002249694,0.0000495705],"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":[0.000006114391,0.00005545857,0.01484036,0.0000471813,0.00005614255,0.00001237381,0.00003304659,0.0009774917,0.00009399939,0.007550379,0.9731621,0.003165335],"study_design_scores_gemma":[0.0006120295,0.000002019013,0.04156228,0.00003054661,0.0000204119,0.000002171875,0.0002474128,0.007339224,0.00001438535,0.0009876792,0.9488232,0.0003586157],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.662965,0.0001110757,0.008104404,0.07290839,0.01001026,0.001210872,0.00001033286,0.0007228912,0.2439568],"genre_scores_gemma":[0.8149992,0.000003389279,0.001156318,0.004799827,0.00103271,0.0001234322,0.0001597802,0.00004752812,0.1776778],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2750681,"threshold_uncertainty_score":0.9999853,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03588339783347608,"score_gpt":0.2239253088785412,"score_spread":0.1880419110450651,"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."}}