{"id":"W2775268183","doi":"10.1002/9781119227250.ch3","title":"Origins of Textural, Compositional, and Isotopic Complexity in Monazite and Its Petrochronological Analysis","year":2017,"lang":"en","type":"other","venue":"Geophysical monograph","topic":"Geological and Geochemical Analysis","field":"Earth and Planetary Sciences","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; University of New Brunswick","funders":"","keywords":"Monazite; Geology; Geochemistry; Mineralogy; Mineral; Metamorphic rock; Overprinting; Zircon; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00005882021,0.00026529,0.0008414739,0.0003717005,0.00008242724,0.00003497177,0.0002479983,0.0002136613,0.003432987],"category_scores_gemma":[0.00001948244,0.0001866011,0.0002412057,0.0004620331,0.0006240922,0.00005154342,0.00006271755,0.0002672485,0.00003268062],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003939303,"about_ca_system_score_gemma":0.000007678882,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01701247,"about_ca_topic_score_gemma":0.01144541,"domain_scores_codex":[0.9987158,0.00006713836,0.0002236246,0.0005010417,0.0002078608,0.0002846022],"domain_scores_gemma":[0.9992792,0.0001084617,0.0002052289,0.0002242997,0.00002457071,0.0001582095],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005054352,0.0001639977,0.9891065,0.0001186826,0.0008713923,0.00002995981,0.00002464327,0.00004099867,0.000109587,0.003217032,0.0007998971,0.005466764],"study_design_scores_gemma":[0.0002254042,0.0001147976,0.9816979,0.00003738172,0.0003331298,0.000001761587,0.000007452924,0.003232104,0.00001221257,0.009435276,0.004650884,0.0002516613],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9726457,0.003799311,0.00001263951,0.0002128903,0.00002780696,0.000148319,0.0003981378,0.00003584819,0.02271935],"genre_scores_gemma":[0.9965593,0.0008608731,0.0003589903,0.00005399596,0.00007276383,0.000002654128,0.0003999437,0.000006746949,0.001684752],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02391359,"threshold_uncertainty_score":0.997478,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02610031843120717,"score_gpt":0.2370703810176716,"score_spread":0.2109700625864644,"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."}}