{"id":"W6922054109","doi":"10.7939/r3-w966-hc19","title":"Micro total analysis systems, [mu]TAS: new instrumental developments and applications","year":2000,"lang":"en","type":"dissertation","venue":"Library and Archives Canada (Government of Canada)","topic":"Electron and X-Ray Spectroscopy Techniques","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Identification (biology); Key (lock); Work (physics); Focus (optics)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.001660201,0.00126418,0.0009316372,0.003746508,0.001607549,0.001998623,0.001922415,0.0008681299,0.01446618],"category_scores_gemma":[0.001561066,0.001011937,0.0004921315,0.003860922,0.00083913,0.001551204,0.001193301,0.001756234,0.003360842],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002642069,"about_ca_system_score_gemma":0.004480497,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.025154,"about_ca_topic_score_gemma":0.09041778,"domain_scores_codex":[0.9983634,0.0001187786,0.00006295733,0.0002208174,0.00115163,0.00008242323],"domain_scores_gemma":[0.9986684,0.0001974715,0.00008471005,0.0001045125,0.0008766395,0.00006808546],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0004726497,0.0001076814,0.00388625,0.001390114,0.000189319,0.0001470812,0.0005334329,0.001383766,0.4460815,0.0182829,0.07669947,0.4508258],"study_design_scores_gemma":[0.00008272118,0.0002945039,0.01096089,0.000150918,0.0004074777,0.001080147,0.0004908659,0.02008535,0.4980975,0.003461738,0.4646822,0.0002058607],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0681164,0.04857462,0.7462314,0.002629784,0.002590104,0.0009336947,0.01266876,0.04687747,0.07137779],"genre_scores_gemma":[0.1187832,0.01959901,0.6991108,0.00157237,0.0005288888,0.0009268334,0.007472013,0.003620597,0.1483864],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.025154,"threshold_uncertainty_score":0.05001515,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002235782100532295,"score_gpt":0.1704269273102517,"score_spread":0.1681911452097194,"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."}}