{"id":"W4232526834","doi":"10.1088/1755-1315/703/1/011001","title":"Preface","year":2021,"lang":"en","type":"article","venue":"IOP Conference Series Earth and Environmental Science","topic":"Underground infrastructure and sustainability","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Presentation (obstetrics); China; Library science; Architecture; Coronavirus disease 2019 (COVID-19); Publishing; Space (punctuation); Political science; Geography; Engineering; Law; Medicine; Archaeology; Computer science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001921685,0.001060755,0.0008038285,0.002518974,0.003055271,0.005091693,0.001891542,0.001783614,0.6405756],"category_scores_gemma":[0.009897316,0.0003707462,0.0006308961,0.002372274,0.0006491826,0.003738223,0.003041828,0.003031026,0.4822455],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002095445,"about_ca_system_score_gemma":0.003347442,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00326394,"about_ca_topic_score_gemma":0.003854443,"domain_scores_codex":[0.9985435,0.0002154064,0.0001129542,0.0002641271,0.0006994273,0.0001645853],"domain_scores_gemma":[0.9945363,0.0006813488,0.000181326,0.0005004033,0.003087309,0.001013354],"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":[0.00002894057,0.00001944322,0.00008593102,0.0001061178,0.000001554985,0.00004532887,0.00009952007,0.00002933118,0.0001000962,0.003043155,0.9604346,0.03600589],"study_design_scores_gemma":[0.000002531675,0.00001157423,0.0001635257,0.00006352234,7.62175e-7,0.0000371801,0.00009839358,0.00001087845,0.0000317438,0.0006885589,0.9988886,0.000002845066],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001256283,0.006017295,0.003794695,0.01809334,0.1061929,0.0007536378,0.0132533,0.001529576,0.8491091],"genre_scores_gemma":[0.004157867,0.003723919,0.00185009,0.003721966,0.01053078,0.0003717522,0.01055096,0.000645206,0.9644476],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3594244,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005321430966536028,"score_gpt":0.1759024519820722,"score_spread":0.1705810210155362,"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."}}