{"id":"W4235124054","doi":"10.1002/0470028521.ch1","title":"Introduction","year":2006,"lang":"en","type":"other","venue":"","topic":"Gyrotron and Vacuum Electronics Research","field":"Physics and Astronomy","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; University of Waterloo","funders":"","keywords":"Computer 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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00002962858,0.0001114568,0.0001104556,0.000105676,0.00001748512,0.00002470965,0.00009221661,0.00005167279,0.08504834],"category_scores_gemma":[2.794741e-7,0.00009562039,0.00005545315,0.00007225647,0.00001450937,0.000009846943,0.00002157716,0.0001734443,0.001522706],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001330255,"about_ca_system_score_gemma":0.00003883966,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001953108,"about_ca_topic_score_gemma":0.0001022038,"domain_scores_codex":[0.9994113,0.00001301503,0.00006243098,0.0001871594,0.0001084287,0.0002176095],"domain_scores_gemma":[0.9997255,0.000002495585,0.00003290454,0.0001996853,0.00001000363,0.00002945353],"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":[4.488109e-7,0.00002433268,0.0001002596,0.00000328382,0.00002429225,7.636218e-8,4.207529e-7,5.03199e-7,0.00002175293,0.08276237,0.9130617,0.004000533],"study_design_scores_gemma":[0.00009651193,0.000008349556,0.000008848984,0.000002702854,0.00000511184,8.204991e-8,0.000003010768,0.00001635248,0.0001767425,0.0007773737,0.9988021,0.0001028012],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000002221214,0.00009101028,0.003378401,0.0003216518,0.0001292321,0.0001158518,0.00001266048,0.00009862846,0.9958503],"genre_scores_gemma":[0.0006700926,0.000002358536,0.0001687354,0.000006392785,0.00568463,0.0000167402,0.000230571,0.0002093827,0.9930111],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.08574038,"threshold_uncertainty_score":0.9992547,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00629362447926517,"score_gpt":0.2677674020871982,"score_spread":0.2614737776079331,"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."}}