{"id":"W4388636089","doi":"10.3389/feart.2023.1321937","title":"Editorial: Horizons in Earth science 2022","year":2023,"lang":"en","type":"editorial","venue":"Frontiers in Earth Science","topic":"Atmospheric and Environmental Gas Dynamics","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick","funders":"Ministero dell'Università e della Ricerca","keywords":"New horizons; Solid earth; Earth science; Volume (thermodynamics); Geology; Volcanology; Astrobiology; Environmental science; Geophysics; Engineering; Geochemistry; Aerospace engineering; Volcano; Physics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0043677,0.0005987417,0.0006671502,0.0003270505,0.0006345846,0.0002861774,0.003624326,0.0006304638,0.0002047279],"category_scores_gemma":[0.00172813,0.0006183107,0.0001139716,0.007444994,0.008896264,0.001571354,0.002156876,0.001839708,0.0005987473],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001737924,"about_ca_system_score_gemma":0.0008990581,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001561851,"about_ca_topic_score_gemma":0.0009113456,"domain_scores_codex":[0.9892687,0.00008593064,0.0007149857,0.002270998,0.005564736,0.002094693],"domain_scores_gemma":[0.9978369,0.0001975216,0.0003002618,0.001113224,0.0000321095,0.0005200154],"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":[0.00002551948,0.00008587244,0.01510814,0.00001068083,0.000002674345,0.00003558736,0.00028212,0.01975689,0.0006405578,0.000007583235,0.9598673,0.004177096],"study_design_scores_gemma":[0.0005942148,0.0001714894,0.01615401,0.00009369489,0.00001082229,0.000001030976,0.0004356268,0.01131869,0.0000765906,0.000417488,0.9698423,0.0008840546],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.007208264,0.00007357703,0.001396879,0.00004399282,0.9875865,0.0004826934,0.00003329273,0.0001097255,0.003065062],"genre_scores_gemma":[0.001920425,0.001278343,0.04526692,0.00005353886,0.9423608,0.0001246319,0.00003632376,0.0001453126,0.008813768],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.04522578,"threshold_uncertainty_score":0.9996268,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003175324183845699,"score_gpt":0.2098094380129308,"score_spread":0.2066341138290851,"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."}}