{"id":"W2323299488","doi":"10.3749/canmin.50.5.1173","title":"GEM-SELEKTOR GEOCHEMICAL MODELING PACKAGE: TSolMod LIBRARY AND DATA INTERFACE FOR MULTICOMPONENT PHASE MODELS","year":2012,"lang":"en","type":"article","venue":"The Canadian Mineralogist","topic":"Phase Equilibria and Thermodynamics","field":"Engineering","cited_by":588,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Paul Scherrer Institut","keywords":"Interface (matter); Phase (matter); Geology; R package; Computer science; Computational science; Chemistry; Operating system","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.00149102,0.00212796,0.001775425,0.001123192,0.0008737872,0.001966898,0.00516012,0.001726159,0.05728043],"category_scores_gemma":[0.002663499,0.001239957,0.002426742,0.00162859,0.0004876258,0.002736,0.002131081,0.003562347,0.02441098],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001170132,"about_ca_system_score_gemma":0.002486249,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007282032,"about_ca_topic_score_gemma":0.008212815,"domain_scores_codex":[0.9995018,0.000110189,0.00005001606,0.00008977368,0.0001817713,0.00006632317],"domain_scores_gemma":[0.99923,0.0003032532,0.00006463379,0.0001285226,0.0002188162,0.00005465561],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003468679,0.0002391231,0.003661755,0.002446295,0.0005005514,0.0004238053,0.000452049,0.2388362,0.007761825,0.08830465,0.5815008,0.07552604],"study_design_scores_gemma":[0.0002515496,0.00005377053,0.0006883824,0.0001517607,0.00006986212,0.0001469239,0.00006503376,0.6049732,0.01016244,0.03223196,0.3511035,0.0001014859],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"software","genre_scores_codex":[0.009784372,0.0009796084,0.6348835,0.0007514805,0.0004308109,0.0004570036,0.1339741,0.1900654,0.02867377],"genre_scores_gemma":[0.07245588,0.002087643,0.6087539,0.001127199,0.0002529658,0.003365489,0.1895424,0.1028672,0.01954745],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.05728043,"threshold_uncertainty_score":0.1916221,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.066413188094621,"score_gpt":0.2872763256651845,"score_spread":0.2208631375705635,"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."}}