{"id":"W2743820371","doi":"10.1017/s1431927617001854","title":"Open Source Software for Quantitative X-ray Microanalysis: openMicroanalysis","year":2017,"lang":"en","type":"article","venue":"Microscopy and Microanalysis","topic":"Advanced Materials Characterization Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Microanalysis; Materials science; Analytical Chemistry (journal); Radiochemistry; Chemistry; Environmental chemistry","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":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0004442934,0.0005058229,0.001104338,0.0003603787,0.00123639,0.002102521,0.001732222,0.00019753,0.0001331189],"category_scores_gemma":[0.0002555683,0.0005128955,0.0002888906,0.0003052091,0.0002556162,0.00120389,0.0006871519,0.0001556344,0.00002593568],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007443281,"about_ca_system_score_gemma":0.00003619092,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002114855,"about_ca_topic_score_gemma":0.0001154135,"domain_scores_codex":[0.9977896,0.00005901353,0.000717409,0.0007725861,0.0001270108,0.0005343796],"domain_scores_gemma":[0.9977347,0.0001100897,0.0004501871,0.001308246,0.0002291056,0.0001677119],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00007193862,0.00003688283,0.0008144357,0.0001300921,0.001118352,0.00000270369,0.0002955229,0.0005326024,0.9886962,0.00007066683,0.001167619,0.007063032],"study_design_scores_gemma":[0.0009787657,0.00006112947,0.0009592977,0.0001031657,0.001607704,0.000006210133,0.0002654152,0.003441495,0.958645,0.0004656953,0.03253969,0.0009264466],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1894007,0.001140399,0.8069578,0.0002137514,0.0001681014,0.0008711288,0.0005641163,0.0004520223,0.0002319227],"genre_scores_gemma":[0.5000572,0.001574735,0.4939027,0.000313008,0.0001104107,0.0004351267,0.0005853882,0.0002313988,0.002790055],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.3130551,"threshold_uncertainty_score":0.9997323,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02071451250310882,"score_gpt":0.3117567866220252,"score_spread":0.2910422741189164,"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."}}