{"id":"W2375122509","doi":"","title":"Thoughts about Implementing Technical Standard Strategy for China's Forestry Machinery","year":2011,"lang":"en","type":"article","venue":"","topic":"Manufacturing Process and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Standardization; China; Technical standard; National standard; Work (physics); International standard; Competition (biology); Business; European union; Regional science; Political science; International trade; Engineering; Geography; Telecommunications","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":[],"consensus_categories":[],"category_scores_codex":[0.0001162693,0.0001210691,0.0001152425,0.0000416662,0.00007873479,0.00003841222,0.0001062398,0.00006756299,0.0002775848],"category_scores_gemma":[0.000007404992,0.0001004929,0.00004706575,0.00004647387,0.000009837009,0.0001286931,0.00002462143,0.00008556334,0.000002382095],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001981168,"about_ca_system_score_gemma":0.00000998344,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001546361,"about_ca_topic_score_gemma":0.00005285647,"domain_scores_codex":[0.9993298,0.000003263051,0.0001908011,0.0001297557,0.00007957399,0.0002668143],"domain_scores_gemma":[0.9997728,0.0000109037,0.00002406869,0.0001240952,0.00002075381,0.00004735964],"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":[0.0003548827,0.0001830331,0.009170615,0.002992236,0.0003231028,0.00002095704,0.001666066,0.6271242,0.001967894,0.08837031,0.01898099,0.2488457],"study_design_scores_gemma":[0.003436214,0.0006315082,0.08391007,0.0001791526,0.0001595952,0.00003439354,0.0002700757,0.5576949,0.2627919,0.03756803,0.05121842,0.002105757],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0264531,0.00009280152,0.9097576,0.000008507534,0.0001306166,0.0002613004,0.00002612584,0.0006333718,0.0626366],"genre_scores_gemma":[0.9541315,0.00002944284,0.04525018,0.000009880709,0.0001127689,0.00004604128,0.00002501504,0.00003242583,0.0003627145],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9276784,"threshold_uncertainty_score":0.4097981,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01961353680956768,"score_gpt":0.2525220272712098,"score_spread":0.2329084904616421,"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."}}