{"id":"W4389913319","doi":"10.22541/essoar.170289984.40946248/v1","title":"Mineralogical Association of Canada, Short Course","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Geological and Geochemical Analysis","field":"Earth and Planetary Sciences","cited_by":118,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Navajo; Geology; Archaeology; Geography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002704938,0.0001271422,0.000335171,0.00002261572,0.00003120689,0.00001319316,0.0002311063,0.0002064419,0.01477046],"category_scores_gemma":[0.0001892779,0.00008259225,0.0001319656,0.0001376872,0.0000240944,0.00001167311,0.00006318264,0.0002719272,0.00006032662],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001112572,"about_ca_system_score_gemma":0.0002006905,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8769231,"about_ca_topic_score_gemma":0.9878389,"domain_scores_codex":[0.9986836,0.00004603458,0.0002811166,0.0002712215,0.0004677169,0.0002503411],"domain_scores_gemma":[0.9993068,0.0002395423,0.00009683349,0.0001437427,0.00009530676,0.0001177918],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000003732456,0.00001045774,0.9564207,0.0000152243,0.00007727779,0.000009627982,0.000003080906,0.00885566,0.000009727946,0.00001997893,0.03392546,0.0006490769],"study_design_scores_gemma":[0.00002396192,0.00001389302,0.9776048,0.000006377113,0.00006001138,2.606653e-7,0.00001570162,0.009306433,0.00005121422,0.01216616,0.0006236566,0.0001275083],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9588044,0.0001136147,0.00001855604,0.005436877,0.0003632715,0.00008196742,0.0003985989,0.00004977137,0.03473297],"genre_scores_gemma":[0.9881175,0.00002950201,0.0002274628,0.0002169139,0.00008762197,8.697705e-7,0.0007913416,0.000001067237,0.01052769],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1109158,"threshold_uncertainty_score":0.9861302,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02121933741437769,"score_gpt":0.2070237213526499,"score_spread":0.1858043839382722,"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."}}