{"id":"W4403000395","doi":"10.1007/s00410-024-02173-6","title":"A new activity model for biotite and its application","year":2024,"lang":"en","type":"article","venue":"Contributions to Mineralogy and Petrology","topic":"Geological and Geochemical Analysis","field":"Earth and Planetary Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Universität Salzburg; Austrian Science Fund; McGill University; Louisiana State University","keywords":"Biotite; Chemistry; Geology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004456753,0.001045905,0.00088415,0.0007120391,0.0005669398,0.001317177,0.002052114,0.001600994,0.004745159],"category_scores_gemma":[0.0009198617,0.0004680166,0.001091369,0.0004592238,0.0009869203,0.001586331,0.000964752,0.001117402,0.00115199],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001487635,"about_ca_system_score_gemma":0.001484498,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006925947,"about_ca_topic_score_gemma":0.003158565,"domain_scores_codex":[0.9997272,0.00005589806,0.00001471268,0.00006074149,0.00009541526,0.00004598277],"domain_scores_gemma":[0.9996936,0.00009604602,0.0000372943,0.00003149117,0.000108726,0.00003285939],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00003225957,0.00005358518,0.0006069486,0.00008420843,0.00001602084,0.0001466587,0.00006179208,0.8885605,0.00598079,0.09861664,0.0008380897,0.005002467],"study_design_scores_gemma":[0.00000753525,0.000009246145,0.00006183906,0.000005676254,0.000003887673,0.00002151143,0.000007762509,0.9889672,0.0005723879,0.007548827,0.002788992,0.000005133765],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08515612,0.001167003,0.8409246,0.001184912,0.0003025055,0.0002529194,0.001077008,0.0004512932,0.06948363],"genre_scores_gemma":[0.8841681,0.001045131,0.06567631,0.0002207306,0.0001374946,0.0006461815,0.0007731479,0.000296723,0.04703619],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006925947,"threshold_uncertainty_score":0.01587415,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01086028683601338,"score_gpt":0.2489998644900902,"score_spread":0.2381395776540768,"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."}}