{"id":"W4226088712","doi":"10.1016/b978-0-323-85834-2.00001-x","title":"Introduction to vapor generation techniques","year":2022,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Mass Spectrometry Techniques and Applications","field":"Chemistry","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Materials science; Environmental science; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000178134,0.001055124,0.0007154829,0.001863674,0.0006760687,0.001180156,0.001082833,0.0008600148,0.1235048],"category_scores_gemma":[0.0002795356,0.0006786386,0.0005185701,0.001871939,0.0004105813,0.001520974,0.001127948,0.001909338,0.0927654],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005297829,"about_ca_system_score_gemma":0.0005797885,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009278728,"about_ca_topic_score_gemma":0.002335188,"domain_scores_codex":[0.9997819,0.000009410473,0.000005310426,0.0000398546,0.0001460977,0.00001739235],"domain_scores_gemma":[0.9998935,0.00003043242,0.000003610306,0.00002102024,0.00004326692,0.000008173693],"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":[0.00003790588,0.00007296279,0.0001056557,0.0009386669,0.00001316933,0.0002055961,0.0001521504,0.0005735054,0.0371592,0.02833777,0.2574668,0.6749367],"study_design_scores_gemma":[0.000002189005,0.00001406584,0.0001316101,0.00007311768,0.000003863784,0.000260347,0.00001838307,0.0002107441,0.005417103,0.004046299,0.9898145,0.000007729953],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.002251294,0.07895388,0.07891361,0.001334901,0.004482846,0.0002058013,0.001536062,0.002675204,0.8296464],"genre_scores_gemma":[0.004928915,0.0320499,0.01872824,0.000718251,0.0005466459,0.0001005138,0.001085728,0.000635249,0.9412066],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.1235048,"threshold_uncertainty_score":0.4131647,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01481081374277333,"score_gpt":0.2506654854907628,"score_spread":0.2358546717479895,"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."}}