{"id":"W2803579154","doi":"10.1002/lob.201322242","title":"U.S. TO REQUIRE OPEN ACCESS TO PUBLICATIONS, DATA FROM FEDERALLY FUNDED RESEARCH","year":2013,"lang":"en","type":"article","venue":"Limnology and Oceanography Bulletin","topic":"Soil and Water Nutrient Dynamics","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Kensington Health","funders":"","keywords":"Suite; Library science; Citation; Political science; World Wide Web; Computer science; Law","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["open_science","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001685812,0.0009011187,0.001111044,0.002793301,0.00254722,0.005416887,0.001130719,0.002892662,0.3131858],"category_scores_gemma":[0.01117866,0.0006340593,0.000572112,0.007052691,0.0008206313,0.002140634,0.001851993,0.002080197,0.1948224],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002690207,"about_ca_system_score_gemma":0.01919688,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07615888,"about_ca_topic_score_gemma":0.1062105,"domain_scores_codex":[0.99799,0.0001324022,0.0001591119,0.0002637555,0.001136378,0.0003184197],"domain_scores_gemma":[0.9893181,0.002103875,0.0006976947,0.001398135,0.005738191,0.0007439866],"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":[0.0001090933,0.00004763226,0.00112521,0.0001280125,0.00001075849,0.00005146926,0.0000315336,0.00002888998,0.0003046995,0.005228558,0.9626608,0.03027321],"study_design_scores_gemma":[0.00002955594,0.00002172539,0.004791806,0.0001160621,0.00001568582,0.00003735074,0.00009053454,0.00008627892,0.0004406311,0.001285765,0.9930692,0.00001544671],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.002775663,0.001880888,0.0008778541,0.02620864,0.006270169,0.0003430158,0.2036227,0.002600366,0.7554207],"genre_scores_gemma":[0.01894913,0.003331181,0.003332201,0.01202274,0.0006865318,0.000643148,0.09518015,0.0005134381,0.8653415],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.9988693,"threshold_uncertainty_score":0.9796571,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1526550524208795,"score_gpt":0.3843160632960136,"score_spread":0.2316610108751342,"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."}}