{"id":"W4280653273","doi":"10.1016/j.lithos.2022.106744","title":"Modeling the chemical heterogeneity of tonalite-trondhjemite-granodiorite intrusive suites","year":2022,"lang":"en","type":"article","venue":"Lithos","topic":"Geological and Geochemical Analysis","field":"Earth and Planetary Sciences","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec à Chicoutimi","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Geology; Geochemistry; Fractional crystallization (geology); Amphibole; Partial melting; Magmatism; Sorting; Petrology; Tectonics; Basalt; Quartz","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002049428,0.0004988558,0.0003613597,0.0005553272,0.0004303132,0.001195038,0.001226589,0.001160694,0.001864537],"category_scores_gemma":[0.00101521,0.00055287,0.0006497221,0.0008595994,0.000485821,0.0006205415,0.0004526184,0.0004474911,0.0002344499],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001267757,"about_ca_system_score_gemma":0.001208268,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1177927,"about_ca_topic_score_gemma":0.09301698,"domain_scores_codex":[0.9998989,0.00001452991,0.000006563712,0.00004102457,0.000009781861,0.00002916695],"domain_scores_gemma":[0.9997888,0.00009141039,0.00002839355,0.00002039148,0.000036481,0.00003459364],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00006394422,0.00006388711,0.03435985,0.00001582557,0.00005770905,0.00006848004,0.00004914345,0.9608793,0.001888274,0.0006039404,0.0001245333,0.001825211],"study_design_scores_gemma":[0.00002373094,0.00001018047,0.009013348,0.000002279367,0.00002182656,0.00001408265,0.0000485791,0.9900115,0.0003910121,0.000252747,0.0002025827,0.000008108393],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969271,0.0000318377,0.001350409,0.00006124925,0.000005084669,0.0000064314,0.000421724,0.00007230449,0.001123826],"genre_scores_gemma":[0.9982323,0.00002639045,0.0009261009,0.000009169203,0.000003084943,0.000006293576,0.0003306843,0.00002253344,0.0004434899],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1177927,"threshold_uncertainty_score":0.2342141,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01575857725385117,"score_gpt":0.2095929734762187,"score_spread":0.1938343962223676,"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."}}