{"id":"W4407285545","doi":"10.1017/s1062798724000292","title":"Accessing Magma: A Necessary Revolution in Earth Sciences and Renewable Energy","year":2024,"lang":"en","type":"article","venue":"European Review","topic":"Geological and Geochemical Analysis","field":"Earth and Planetary Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Environment Research Council; Natural Sciences and Engineering Research Council of Canada; University of Toronto; Bundesministerium für Bildung und Forschung; European Commission; Sight Research UK; Deutsche Forschungsgemeinschaft; University of Alberta; European Geosciences Union; Australian Government; Leverhulme Trust; Memorial University of Newfoundland; Carnegie Institution of Washington; Alexander von Humboldt-Stiftung","keywords":"Renewable energy; Earth (classical element); Magma; Earth science; Astrobiology; Energy (signal processing); Natural resource economics; Environmental science; Geology; Economics; Engineering; Volcano; Geochemistry; Biology; Electrical engineering; Physics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007151276,0.00008715236,0.0001657488,0.00005943283,0.00008359484,0.00009951746,0.0001444594,0.00001232997,0.002792944],"category_scores_gemma":[0.00006292661,0.00005441464,0.00004658266,0.0007210195,0.0001081701,0.0002025099,0.0000314378,0.00007761359,0.0002025197],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":8.48313e-7,"about_ca_system_score_gemma":0.00001343728,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002054425,"about_ca_topic_score_gemma":0.001989187,"domain_scores_codex":[0.9989719,0.0002267581,0.0002022279,0.0002976076,0.0001224229,0.0001790194],"domain_scores_gemma":[0.9997563,0.00006806984,0.00002734568,0.00007467989,0.000008595642,0.00006503193],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000004735753,0.00001857867,0.1802075,0.001905183,0.00001700848,0.0003206161,0.00002950933,0.000619907,0.0001194152,0.0003289576,0.008442366,0.8079863],"study_design_scores_gemma":[0.0000962351,0.0001065169,0.3428929,0.006368193,0.00008099858,0.00007628534,0.00001588792,0.0161827,0.00005086753,0.008594451,0.6251442,0.0003906693],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.02525683,0.8275914,0.00007332367,0.001677752,0.00006368256,0.00004686673,0.000004570841,0.0000516019,0.145234],"genre_scores_gemma":[0.8545975,0.1414137,0.0006490736,0.001838571,0.00008339031,5.048472e-7,0.00002962085,0.000002305923,0.00138538],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.8293406,"threshold_uncertainty_score":0.9981186,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02535022924381343,"score_gpt":0.2340499625030118,"score_spread":0.2086997332591984,"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."}}