{"id":"W2397595250","doi":"10.12789/geocanj.2016.43.095","title":"Igneous Rock Associations 20. Pearce Element Ratio Diagrams: Linking Geochemical Data to Magmatic Processes","year":2016,"lang":"en","type":"article","venue":"Geoscience Canada","topic":"Geological and Geochemical Analysis","field":"Earth and Planetary Sciences","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University of Calgary","funders":"","keywords":"Igneous rock; Geology; Sorting; Element (criminal law); Mineralogy; Geochemistry; Computer science; Algorithm","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0003319488,0.0001472771,0.0001920732,0.00003960008,0.000309395,0.00008764561,0.001070156,0.00004049084,0.003210348],"category_scores_gemma":[0.001668453,0.00008835316,0.00002601899,0.0007582448,0.00005705791,0.0002305766,0.0001333854,0.00008784993,0.0001777398],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003954542,"about_ca_system_score_gemma":0.0007475145,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4454143,"about_ca_topic_score_gemma":0.9637914,"domain_scores_codex":[0.9977715,0.00004200241,0.0002895272,0.0005666394,0.0007275484,0.0006027591],"domain_scores_gemma":[0.9985174,0.0004481991,0.00009165802,0.0004153864,0.0001401966,0.000387172],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001413484,0.00006691689,0.9193469,0.00006562604,0.00004413908,0.00006266815,0.0001338692,0.002756392,0.004919656,0.00005908583,0.02416095,0.04836967],"study_design_scores_gemma":[0.0009112501,0.0004340421,0.7431802,0.0003113787,0.0002532692,0.00005655363,0.0008140716,0.0697691,0.008930528,0.01569721,0.1570766,0.002565777],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9701923,0.0003166484,0.005340383,0.02018861,0.0002594749,0.0003018797,0.001912266,0.00006771723,0.001420749],"genre_scores_gemma":[0.9957936,0.00002187896,0.0008711004,0.001845606,0.00009900782,0.000003857732,0.0004456199,0.000001696764,0.0009176357],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.518377,"threshold_uncertainty_score":0.9977009,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02436369045255962,"score_gpt":0.2134436948253154,"score_spread":0.1890800043727558,"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."}}