{"id":"W4389478555","doi":"10.1080/00357529.2023.2253096","title":"The Pegmatite Interest Group (PIG) Is Hog Heaven!","year":2023,"lang":"en","type":"article","venue":"Rocks & Minerals","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pegmatite; Heaven; Group (periodic table); Geology; Geochemistry; Archaeology; Chemistry; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000691193,0.0003676768,0.0002314793,0.0003402541,0.002514091,0.00414337,0.0004424759,0.002482683,0.2261202],"category_scores_gemma":[0.001964558,0.0002067025,0.0001713687,0.0005351627,0.0007360518,0.00308226,0.002926697,0.002171949,0.119802],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007852913,"about_ca_system_score_gemma":0.001863463,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005509201,"about_ca_topic_score_gemma":0.01298101,"domain_scores_codex":[0.9997341,0.00003293281,0.000004065505,0.00005365283,0.00009467131,0.00008064259],"domain_scores_gemma":[0.9987171,0.0000991807,0.00006291882,0.00008161728,0.000163852,0.000875424],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005001474,0.00002189853,0.0005412248,0.00001472508,0.000001049705,0.00007066951,0.0001220629,0.000006382489,0.000212563,0.005328857,0.9610918,0.03253883],"study_design_scores_gemma":[0.000002653149,0.000008246698,0.0003029705,0.000007033997,3.983583e-7,0.0000241264,0.00009158533,0.000006462773,0.00004371157,0.0003061854,0.9992053,0.00000121511],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00573434,0.00295481,0.001924572,0.1679774,0.02000278,0.00009375263,0.002056676,0.001683406,0.7975723],"genre_scores_gemma":[0.0156435,0.0009817475,0.0008181054,0.02149847,0.001165648,0.00002558276,0.0008854881,0.0003608065,0.9586206],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2261202,"threshold_uncertainty_score":0.7564475,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02948603873621826,"score_gpt":0.2543732984433,"score_spread":0.2248872597070818,"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."}}