{"id":"W4385073210","doi":"10.1093/micmic/ozad067.100","title":"Evaluating Consensus in Experimental K-ratios from over 40 WDS and EDS Measurement Systems","year":2023,"lang":"en","type":"article","venue":"Microscopy and Microanalysis","topic":"Geophysical and Geoelectrical Methods","field":"Earth and Planetary Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; University of British Columbia; University of Alberta","funders":"","keywords":"Library science; Political science; History; 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":[],"consensus_categories":[],"category_scores_codex":[0.000739197,0.000160458,0.00032662,0.0001518319,0.0001602469,0.0001225916,0.00007549646,0.00006894421,0.0002065641],"category_scores_gemma":[0.00007428354,0.0001313037,0.00005524219,0.0006307596,0.0000765087,0.00005306977,0.00002352114,0.0001188996,0.00005990018],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009947312,"about_ca_system_score_gemma":0.00002630361,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01230675,"about_ca_topic_score_gemma":0.000975697,"domain_scores_codex":[0.9984773,0.0002641391,0.0002885468,0.0004026847,0.0002608539,0.0003064976],"domain_scores_gemma":[0.9994308,0.0002296039,0.00006592458,0.000126142,0.00003395201,0.0001136033],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0001419034,0.00004874997,0.1075195,0.00002837637,0.0001610474,0.00002210364,0.0006431208,0.0008589746,0.7946154,0.000008012948,0.0003951883,0.0955576],"study_design_scores_gemma":[0.001330212,0.0003173392,0.7924498,0.00008027591,0.0002116562,0.00000592516,0.001005867,0.1175287,0.08493285,0.0004897009,0.001124984,0.0005226908],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9888734,0.01054788,0.00004674845,0.0000969637,0.0001120516,0.0001427652,0.00004932664,0.00002747928,0.0001033699],"genre_scores_gemma":[0.9981373,0.000123136,0.00137016,0.00009102653,0.00005996236,0.000004265108,0.00005328586,0.000003603605,0.0001572662],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7096826,"threshold_uncertainty_score":0.9942704,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05290618585213382,"score_gpt":0.3233804098210998,"score_spread":0.270474223968966,"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."}}