{"id":"W4205370038","doi":"10.1088/1755-1315/958/1/011001","title":"Preface","year":2021,"lang":"en","type":"article","venue":"IOP Conference Series Earth and Environmental Science","topic":"Water Resources and Management","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"China; Library science; Technical university; Political science; Law","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":[0.001442725,0.001184906,0.0008447949,0.002208547,0.003128053,0.004323869,0.001609439,0.001494575,0.6132708],"category_scores_gemma":[0.007531375,0.0003676402,0.000637993,0.001965528,0.0006268644,0.003669907,0.002572946,0.002832487,0.4205492],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001827243,"about_ca_system_score_gemma":0.003206038,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003300569,"about_ca_topic_score_gemma":0.003645833,"domain_scores_codex":[0.9988418,0.000170946,0.00009221175,0.0002385826,0.0005257977,0.0001306555],"domain_scores_gemma":[0.9959785,0.0004893063,0.000148421,0.0003077828,0.002335403,0.0007405687],"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":[0.00003238473,0.00001637769,0.00009078962,0.0001283268,0.00000178448,0.00006628333,0.000121265,0.00003785429,0.0001323824,0.00265835,0.9633615,0.03335269],"study_design_scores_gemma":[0.000003847699,0.00001491089,0.0002046747,0.00007957461,0.000001054774,0.00005951468,0.0001511689,0.00001826852,0.00005615542,0.0007900246,0.9986168,0.000003955734],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.002040376,0.007488204,0.005142393,0.02171998,0.1226059,0.000920866,0.01622028,0.002022944,0.8218391],"genre_scores_gemma":[0.006128577,0.004299495,0.002232129,0.004653045,0.01198688,0.0004322213,0.0122819,0.0007605532,0.9572251],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.6132708,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01012193070814782,"score_gpt":0.1826822636862202,"score_spread":0.1725603329780724,"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."}}