{"id":"W2359956861","doi":"","title":"Developing Trends and Marketing Analysis of Vacuum Switch Tube","year":2011,"lang":"en","type":"article","venue":"Vacuum Electronics","topic":"High-Voltage Power Transmission Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Tube (container); Vacuum tube; Quarter (Canadian coin); Quality (philosophy); Key (lock); Closing (real estate); Market share; Business; Marketing; Engineering; Manufacturing engineering; Mechanical engineering; Computer science; Electrical engineering; Geography; Physics; Finance; Computer security","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":[0.0005062387,0.0001164845,0.00008459958,0.003533448,0.0002707054,0.0009550037,0.0001909154,0.0002430622,0.002653413],"category_scores_gemma":[0.0011014,0.00007657157,0.0002347313,0.003660311,0.0001478802,0.001071972,0.0001584621,0.0002447907,0.0003893657],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008455266,"about_ca_system_score_gemma":0.0005080858,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008340296,"about_ca_topic_score_gemma":0.01003885,"domain_scores_codex":[0.9996663,0.00004400379,0.00003087679,0.00006390752,0.0001387606,0.00005613472],"domain_scores_gemma":[0.9985178,0.0002897303,0.0005226536,0.00002878732,0.0005041987,0.0001367394],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001187356,0.0001151006,0.9164083,0.0001234847,0.00003747898,0.000324744,0.00204098,0.0003903222,0.004009042,0.002842506,0.003761554,0.06982782],"study_design_scores_gemma":[0.00000102041,0.0000953243,0.9879893,0.00001354483,0.00001617419,0.0002237206,0.0016134,0.001872359,0.001000758,0.0001303554,0.007035768,0.000008227366],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9883085,0.0007568184,0.0003548224,0.0004277804,0.00001252097,0.00001714959,0.001215543,0.00002443059,0.008882333],"genre_scores_gemma":[0.9947194,0.0006999094,0.0003352968,0.00005079075,0.00004285862,0.00001015375,0.001016803,0.000006748233,0.003118158],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008340296,"threshold_uncertainty_score":0.0165835,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01682787759537112,"score_gpt":0.2233646184705728,"score_spread":0.2065367408752017,"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."}}