{"id":"W4249719576","doi":"10.1002/lob.201120478","title":"MESSAGE FROM THE PUBLIC AFFAIRS OFFICE","year":2011,"lang":"en","type":"article","venue":"Limnology and Oceanography Bulletin","topic":"Legal case studies and regulations","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Kensington Health","funders":"","keywords":"Suite; Citation; Library science; Media studies; Political science; Law; Sociology; Computer science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002947547,0.0008513316,0.001300532,0.0009537284,0.004404863,0.006006146,0.001954257,0.03784525,0.08104727],"category_scores_gemma":[0.01596895,0.0006865941,0.001253435,0.0005843763,0.001713772,0.003676143,0.002452553,0.02751886,0.05271945],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002437157,"about_ca_system_score_gemma":0.00682679,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007089423,"about_ca_topic_score_gemma":0.01016799,"domain_scores_codex":[0.9970853,0.0003305842,0.0001724947,0.0004488584,0.001437948,0.0005248357],"domain_scores_gemma":[0.9918593,0.002361505,0.0005695333,0.0003684977,0.003020642,0.001820528],"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":[0.00004262216,0.00003031075,0.0001619571,0.00002409246,0.00000381053,0.0001127246,0.00004375785,0.00001131468,0.00008478652,0.001158327,0.995335,0.002991169],"study_design_scores_gemma":[0.00007367782,0.00004290279,0.002001287,0.000124991,0.00001485502,0.0001164857,0.000299778,0.00008308741,0.0001914912,0.001408056,0.9956182,0.00002515027],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.0006032036,0.001006313,0.0001241917,0.9321488,0.04591518,0.00005068381,0.0003794022,0.00016662,0.01960577],"genre_scores_gemma":[0.003562456,0.000512842,0.0001509991,0.8344647,0.02155974,0.0001049934,0.0001586456,0.00006718386,0.1394184],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.9189527,"threshold_uncertainty_score":0.2711301,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02621775275741243,"score_gpt":0.231911325708836,"score_spread":0.2056935729514235,"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."}}