{"id":"W6931450987","doi":"10.5281/zenodo.5706364","title":"E3DMT version 1 manual","year":2021,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Reliability and Agreement in Measurement","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Magnetotellurics; Inversion (geology); Software; Data collection","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":["sts","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.003620784,0.0001059224,0.0001459689,0.0001623005,0.001988818,0.001435979,0.00133198,0.00005401235,0.08723617],"category_scores_gemma":[0.005072467,0.00009372152,0.0000878927,0.0009132155,0.0001223691,0.0003155264,0.001442665,0.0002051799,0.05006994],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001236431,"about_ca_system_score_gemma":0.000006494238,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003826435,"about_ca_topic_score_gemma":3.225625e-7,"domain_scores_codex":[0.9962238,0.0007844707,0.0003877423,0.0005746993,0.001730373,0.0002988896],"domain_scores_gemma":[0.9972267,0.0001048297,0.0001052891,0.0007929245,0.001597066,0.0001732319],"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":[0.00004687472,0.0002087243,0.00003997053,0.00001337631,0.00002068499,0.000032432,0.0006288789,0.0001266791,0.00981724,0.003836736,0.7948361,0.1903923],"study_design_scores_gemma":[0.0003247535,0.0001019228,0.001854889,0.00001410372,0.000006239891,0.00004032698,0.001005056,0.0001965166,0.00243849,0.002856457,0.9910479,0.0001134123],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.229937,0.0002599092,0.01281496,0.01036754,0.0008150981,0.0005612778,0.0002587921,0.0007719296,0.7442135],"genre_scores_gemma":[0.9859257,0.00008532492,0.0007737121,0.0006311228,0.0002279023,2.18707e-8,0.0005974998,0.0005071057,0.01125155],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7559888,"threshold_uncertainty_score":0.9996006,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.149031621277986,"score_gpt":0.3391050897836788,"score_spread":0.1900734685056928,"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."}}