{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004057814,0.0001344107,0.0001323425,0.00003863707,0.0003139998,0.0001926447,0.0009791579,0.00006162242,0.0000564773],"category_scores_gemma":[0.0001517629,0.00009276094,0.00008296022,0.0004537856,0.00003523099,0.0001528654,0.0005338593,0.0001410592,0.0005786929],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001277813,"about_ca_system_score_gemma":0.00001639147,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003479445,"about_ca_topic_score_gemma":0.000034832,"domain_scores_codex":[0.9988586,0.00005098959,0.0002161282,0.0003182837,0.0001644068,0.0003915887],"domain_scores_gemma":[0.9989454,0.0002076664,0.00007513388,0.0006348313,0.00006112811,0.00007587186],"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":[0.000005955649,0.0000382747,0.0009756128,0.00005510698,0.00004434218,0.00006294389,0.002015642,0.0002381188,0.03557078,0.02133989,0.9211609,0.01849246],"study_design_scores_gemma":[0.0001700133,0.0000408737,0.001641265,0.00004520833,0.000003846192,0.00002467436,0.0001064591,0.0210951,0.004713963,0.01816122,0.9537854,0.000211961],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.425077,0.001540035,0.08442982,0.3523373,0.003179473,0.0008213465,0.0000256626,0.002462541,0.1301269],"genre_scores_gemma":[0.9445488,0.00006523824,0.0006818455,0.001417523,0.0002058643,0.00003299591,0.000009040179,0.000004160673,0.05303457],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5194718,"threshold_uncertainty_score":0.743812,"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."}}