{"id":"W4231694223","doi":"10.1088/1755-1315/319/1/011001","title":"Preface","year":2019,"lang":"en","type":"article","venue":"IOP Conference Series Earth and Environmental Science","topic":"Geological Studies and Exploration","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Petrography; Library science; Russian federation; Metamorphism; Government (linguistics); Political science; Geology; Geochemistry; Geography; Regional science; Philosophy","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":[0.001351918,0.001176717,0.0009785211,0.002573285,0.002319725,0.00651017,0.001949874,0.001690986,0.6579293],"category_scores_gemma":[0.006903812,0.0003575597,0.0007212317,0.002168132,0.0005143932,0.003610273,0.002814241,0.002922987,0.5082409],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001641746,"about_ca_system_score_gemma":0.002329891,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00190494,"about_ca_topic_score_gemma":0.002364543,"domain_scores_codex":[0.9987686,0.0001365353,0.00009181958,0.0002362373,0.0006274383,0.0001393711],"domain_scores_gemma":[0.9963261,0.0003821479,0.0001411225,0.000357936,0.001942463,0.000850164],"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":[0.00002045684,0.00001545171,0.0000468085,0.0001029106,0.000002085408,0.00002875385,0.00004333242,0.00003157953,0.0000890162,0.001775803,0.9598018,0.03804197],"study_design_scores_gemma":[0.000003276181,0.00000996146,0.0001332649,0.00007575183,0.000001113035,0.00003433275,0.00005298957,0.00001270185,0.00004024557,0.00056561,0.9990675,0.000003244704],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.001006004,0.01206034,0.003321785,0.01835188,0.1917029,0.000660173,0.01117051,0.00208345,0.759643],"genre_scores_gemma":[0.003529125,0.005640333,0.001343349,0.003384017,0.02399079,0.0003099885,0.0095339,0.0009045098,0.9513639],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.6579293,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01460379126682818,"score_gpt":0.1736530369039431,"score_spread":0.1590492456371149,"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."}}