{"id":"W2014874315","doi":"10.1017/s1431927604041091","title":"Introduction: Characterization of Nonconductive Materials","year":2004,"lang":"en","type":"article","venue":"Microscopy and Microanalysis","topic":"Electron and X-Ray Spectroscopy Techniques","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Characterization (materials science); Microanalysis; Microbeam; Microscopy; Materials science; Nanotechnology; Library science; Engineering; Chemistry; Computer science; Physics; Optics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0007341148,0.001025117,0.0007708222,0.001819371,0.0006913436,0.001716387,0.001219226,0.001551389,0.02538226],"category_scores_gemma":[0.0008304996,0.0006078384,0.0005251719,0.001040909,0.0004607849,0.00221769,0.0006502811,0.001902967,0.02093314],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004483495,"about_ca_system_score_gemma":0.0005345326,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004241705,"about_ca_topic_score_gemma":0.0007035912,"domain_scores_codex":[0.9991998,0.00005453837,0.00005280559,0.0001899367,0.0004579993,0.00004498358],"domain_scores_gemma":[0.9989742,0.0001912651,0.00007808345,0.00006778265,0.0006022327,0.00008638263],"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":[0.0002297988,0.0003485258,0.0008754078,0.005281573,0.00005936881,0.0003881475,0.0002029917,0.0005402193,0.2799417,0.00728267,0.3117685,0.3930812],"study_design_scores_gemma":[0.00001605934,0.0002236573,0.001905081,0.0002580548,0.00002267544,0.001156017,0.00005793559,0.0006053931,0.08091296,0.002709835,0.9120896,0.00004274555],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"methods","genre_scores_codex":[0.0375902,0.4049291,0.2172573,0.02570255,0.1003941,0.001565647,0.01008051,0.00498218,0.1974986],"genre_scores_gemma":[0.07439519,0.1733129,0.08969969,0.01745052,0.03973543,0.0009989446,0.0164939,0.002281713,0.5856317],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.02538226,"threshold_uncertainty_score":0.08491206,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006615670978511084,"score_gpt":0.2578164143936247,"score_spread":0.2512007434151136,"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."}}