{"id":"W3109346192","doi":"","title":"Information structures and processes to support data exchange between product development and resource planning systems","year":2010,"lang":"en","type":"article","venue":"PolyPublie (École Polytechnique de Montréal)","topic":"Manufacturing Process and Optimization","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Computer science; Resource (disambiguation); New product development; Resource planning; Product (mathematics); Knowledge management; Process management; Business; Environmental resource management; Environmental science","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":[],"consensus_categories":[],"category_scores_codex":[0.0003450612,0.0002082252,0.0001921254,0.0002756901,0.0001576471,0.000342117,0.0002780186,0.000123168,0.000004753551],"category_scores_gemma":[0.0001325893,0.0002006878,0.000006305151,0.0001875454,0.00002127734,0.0007687482,0.0001871072,0.0002407475,0.000001682288],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003959795,"about_ca_system_score_gemma":0.00006794719,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000261354,"about_ca_topic_score_gemma":0.0002217073,"domain_scores_codex":[0.9989859,0.00001048326,0.0003019347,0.0002144813,0.0001851727,0.0003019861],"domain_scores_gemma":[0.9992347,0.00003244675,0.00007297478,0.0004152163,0.00005576929,0.0001889083],"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":[0.00008700183,0.00004035087,0.1270437,0.008844282,0.0001921362,0.00001697001,0.01953317,0.1773276,0.001818421,0.001172691,0.01405044,0.6498732],"study_design_scores_gemma":[0.0008620769,0.0001645585,0.2405712,0.0003696737,0.00009547058,0.0002188995,0.0009195374,0.1269791,0.07004713,0.0001840516,0.5577338,0.001854537],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7112926,0.001395597,0.2841941,0.0003077879,0.000142776,0.00104202,0.0001159495,0.001017288,0.0004919716],"genre_scores_gemma":[0.9599233,0.00004855492,0.03923495,0.000114476,0.0001416209,0.0001480896,0.0002996626,0.00003420855,0.00005511683],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6480187,"threshold_uncertainty_score":0.8183812,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01611173817312598,"score_gpt":0.2258057149998658,"score_spread":0.2096939768267398,"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."}}