{"id":"W4232546870","doi":"10.1088/1755-1315/369/1/011001","title":"Preface","year":2019,"lang":"en","type":"article","venue":"IOP Conference Series Earth and Environmental Science","topic":"Coastal and Marine Management","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"China; Beijing; Library science; Engineering; Vocational education; Sustainable development; Political science; Management; Geography; Computer science; Archaeology","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":[],"consensus_categories":[],"category_scores_codex":[0.001527558,0.001140788,0.000869285,0.002548946,0.003238882,0.004804583,0.001854089,0.001883052,0.5412642],"category_scores_gemma":[0.009831851,0.0003842578,0.0007145475,0.002171078,0.000881694,0.003678416,0.002690991,0.003313588,0.3792545],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002167124,"about_ca_system_score_gemma":0.002924417,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003765074,"about_ca_topic_score_gemma":0.003894035,"domain_scores_codex":[0.9985909,0.0001991157,0.000113653,0.0002843266,0.0006675082,0.0001444962],"domain_scores_gemma":[0.9956333,0.0006753104,0.0001741257,0.00044424,0.002425277,0.0006477832],"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":[0.00003140379,0.00001797116,0.0001479629,0.0001317814,0.000002838543,0.00006892518,0.0001391024,0.00006606456,0.0001272867,0.00493036,0.9530917,0.04124467],"study_design_scores_gemma":[0.00000297968,0.00001240883,0.0001985866,0.00009416841,0.000001342414,0.00007224916,0.000116395,0.00002372862,0.00005232133,0.001620743,0.9978005,0.000004462122],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.002026296,0.01179484,0.006969904,0.03028275,0.1125696,0.0006071468,0.01536325,0.002517337,0.8178688],"genre_scores_gemma":[0.008378535,0.006684621,0.003405391,0.007759977,0.01513243,0.0003772363,0.01456755,0.001146261,0.942548],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.5412642,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00654825996073095,"score_gpt":0.1749422679374878,"score_spread":0.1683940079767569,"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."}}