{"id":"W3088776951","doi":"10.1007/s11004-020-09894-x","title":"Linking Gy’s Formula to QA/QC Duplicates Statistics","year":2020,"lang":"en","type":"article","venue":"Mathematical Geosciences","topic":"Spectroscopy and Chemometric Analyses","field":"Chemistry","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Polytechnique Montréal","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Statistics; Mathematics; Computer science","routes":{"ca_aff":true,"ca_fund":true,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001476127,0.0001638408,0.0002918116,0.00005759957,0.0001680344,0.0001540147,0.0005587123,0.00006596428,0.003729986],"category_scores_gemma":[0.000961591,0.0001260052,0.0000633548,0.0008280532,0.0001445529,0.00008906017,0.0001581292,0.000145147,0.0006857498],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002467202,"about_ca_system_score_gemma":0.00003735099,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009871784,"about_ca_topic_score_gemma":0.000001237046,"domain_scores_codex":[0.9984118,0.000005545925,0.0003489166,0.000379808,0.0004565952,0.0003972729],"domain_scores_gemma":[0.9990333,0.0002816976,0.00008287101,0.0002075559,0.00005072192,0.0003438615],"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":[0.0001747191,0.001503487,0.02284858,0.00434669,0.000316957,0.0001359514,0.0196554,0.0002154345,0.4888725,0.3979775,0.02893714,0.03501562],"study_design_scores_gemma":[0.0007732598,0.0007242847,0.0004224542,0.0002160828,0.0004979175,0.0000414959,0.007020342,0.08169948,0.6138084,0.2610456,0.03180442,0.001946243],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2682529,0.0002123062,0.6247646,0.006413285,0.00008278059,0.0002046526,0.0001420905,0.0004772058,0.09945013],"genre_scores_gemma":[0.9272944,0.00001008748,0.06914133,0.001435117,0.0001600918,0.00002264991,0.000008211566,0.00001573517,0.001912404],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6590414,"threshold_uncertainty_score":0.9971808,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03722410271528681,"score_gpt":0.3001776391139719,"score_spread":0.2629535363986851,"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."}}