{"id":"W3215784722","doi":"10.1017/qrd.2020.3","title":"Editorial","year":2020,"lang":"ja","type":"editorial","venue":"QRB Discovery","topic":"Environmental Monitoring and Data Management","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Discovery Centre","funders":"","keywords":"Content (measure theory); Computer science; World Wide Web; Mathematics","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","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004176435,0.0007613287,0.0007187054,0.0001032652,0.0003734685,0.001318558,0.00124434,0.0008324846,0.001380952],"category_scores_gemma":[0.0003907195,0.0007101816,0.0003277917,0.0002478521,0.0002404585,0.001629403,0.0003586456,0.00143839,0.01027814],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009110526,"about_ca_system_score_gemma":0.0002579081,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003544936,"about_ca_topic_score_gemma":0.0001576135,"domain_scores_codex":[0.9946961,0.0002021346,0.0006417642,0.001364791,0.002262161,0.0008329886],"domain_scores_gemma":[0.9977492,0.0006085999,0.0003399669,0.0008206267,0.00002238862,0.0004591868],"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":[0.0002558985,0.00006516888,0.005641581,0.0002008479,0.0001529048,0.00005974513,0.0001168098,0.000208197,0.000009262471,0.000009336482,0.9914825,0.001797748],"study_design_scores_gemma":[0.0006868449,0.0005488563,0.004083379,0.0001552584,0.0002161061,6.237984e-7,0.0002151239,0.00004671975,0.00001946144,0.00006498113,0.9931396,0.0008230255],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.0005688728,0.0008992481,0.00003663145,0.0002763712,0.9794408,0.0003707696,0.006417857,0.00009066123,0.01189878],"genre_scores_gemma":[0.007470659,0.001702258,0.0001075105,0.0001244814,0.967468,0.000007472115,0.0117082,0.00003777511,0.01137364],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.01197282,"threshold_uncertainty_score":0.9997182,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009523193862064197,"score_gpt":0.2078566836147936,"score_spread":0.1983334897527294,"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."}}