{"id":"W3121697496","doi":"","title":"Viscosity of Magmatic liquids: a model.","year":2007,"lang":"en","type":"article","venue":"Iris (Roma Tre University)","topic":"Geological and Geochemical Analysis","field":"Earth and Planetary Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Silicate; Viscosity; Anhydrous; Thermodynamics; Magma; Crystallization; Mineralogy; Materials science; Chemistry; Geology; Geochemistry; Organic chemistry; Physics; Volcano","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":[0.0001127234,0.00008389462,0.0001660676,0.0001398619,0.00006641167,0.000005091978,0.0002151938,0.00006152043,0.003080637],"category_scores_gemma":[0.00002280403,0.00006831371,0.0001145113,0.0004799695,0.0001092419,0.00008825752,0.00002218958,0.00007975418,0.0001076085],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004194794,"about_ca_system_score_gemma":0.00001349986,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001553333,"about_ca_topic_score_gemma":0.002808676,"domain_scores_codex":[0.9993454,0.00002337578,0.0001188321,0.0001665036,0.0001428074,0.000203041],"domain_scores_gemma":[0.9995566,0.00008945397,0.00005897753,0.0001225182,0.00004413458,0.0001283048],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003830795,0.0001928226,0.9625025,0.00006168048,0.000133941,0.0003583741,0.0002930081,0.01242853,0.002680922,0.00221793,0.0008871868,0.01785999],"study_design_scores_gemma":[0.0009785013,0.0004870252,0.8484457,0.0000420002,0.0003088414,0.00001429082,0.0008993596,0.1170533,0.005026097,0.01950668,0.006628716,0.0006094655],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9254948,0.00004874769,0.002965763,0.0001537942,0.00001666333,0.00003543249,0.00002242787,0.00002774142,0.07123464],"genre_scores_gemma":[0.9958319,0.00001409737,0.002163324,0.00005764232,0.00001214538,6.366131e-9,0.00002281678,7.198587e-7,0.001897356],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1140568,"threshold_uncertainty_score":0.9978307,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01058146566154439,"score_gpt":0.1695441341206013,"score_spread":0.1589626684590569,"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."}}