{"id":"W4229485532","doi":"10.1088/1755-1315/377/1/011001","title":"Preface","year":2019,"lang":"en","type":"article","venue":"IOP Conference Series Earth and Environmental Science","topic":"Geotechnical and Geomechanical Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"China; Library science; Political science; Research center; Work (physics); Engineering; Business; 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":[0.001396158,0.001144376,0.0009409309,0.002490863,0.002641652,0.006480089,0.001883469,0.001827507,0.6244587],"category_scores_gemma":[0.008829572,0.000367903,0.0006996445,0.002334938,0.0006276165,0.00375096,0.002732469,0.003145716,0.4976997],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001757587,"about_ca_system_score_gemma":0.002896917,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002563374,"about_ca_topic_score_gemma":0.002664294,"domain_scores_codex":[0.9986666,0.0001741109,0.0001058862,0.000256382,0.0006531884,0.0001438457],"domain_scores_gemma":[0.9956422,0.0005194891,0.0001633226,0.0004285028,0.002428406,0.0008181126],"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":[0.00002823364,0.00001756343,0.00005856018,0.0001340667,0.000002152882,0.00003955667,0.0000612668,0.00004502417,0.0001038498,0.002611748,0.9525939,0.04430403],"study_design_scores_gemma":[0.000003474235,0.00001049457,0.0001284537,0.00008857613,0.000001279123,0.00004194959,0.00006911967,0.00001556033,0.00004791754,0.0007498209,0.9988398,0.000003667515],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001094634,0.01174846,0.004210094,0.0202321,0.1493678,0.0007727796,0.01138236,0.002065623,0.799126],"genre_scores_gemma":[0.004591492,0.006575501,0.001969318,0.004621431,0.01933383,0.00042211,0.01063306,0.0009473652,0.950906],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3755413,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005187633667389055,"score_gpt":0.1565420686106436,"score_spread":0.1513544349432545,"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."}}