{"id":"W2003531369","doi":"10.1126/science.1122748","title":"Coherent Sign Switching in Multiyear Trends of Microbial Plankton","year":2006,"lang":"en","type":"article","venue":"Science","topic":"Marine and coastal ecosystems","field":"Earth and Planetary Sciences","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bedford Institute of Oceanography","funders":"","keywords":"Phytoplankton; Bacterioplankton; Oceanography; Plankton; Trophic level; Biomass (ecology); Environmental science; Forcing (mathematics); Continental shelf; Spring bloom; Ecology; Climatology; Biology; Geology; Nutrient","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005045843,0.00009123168,0.0001954791,0.0007949565,0.0002104809,0.0005728253,0.0001585951,0.0002803654,0.0007462807],"category_scores_gemma":[0.003375106,0.0001978221,0.0001318267,0.0004568434,0.0003274972,0.0004183675,0.0005369298,0.0002316078,0.0001519461],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000325296,"about_ca_system_score_gemma":0.0002317374,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002581044,"about_ca_topic_score_gemma":0.005049011,"domain_scores_codex":[0.999793,0.00002903648,0.00001452962,0.00008014261,0.00004296731,0.00004025587],"domain_scores_gemma":[0.9986681,0.000225897,0.0004705132,0.0001977266,0.0002443837,0.0001934506],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003485411,0.00008131673,0.8737769,0.00006264212,0.0001727727,0.0001803688,0.0005229827,0.003341586,0.08442783,0.001002474,0.000524179,0.03555833],"study_design_scores_gemma":[0.00000364614,0.00003632446,0.9968041,0.000003203643,0.00001061043,0.00005260794,0.00005064523,0.001842786,0.0007548304,0.0002433204,0.0001877006,0.00001026546],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987324,0.00009536587,0.0005756643,0.00002355189,0.000005551595,0.000004006321,0.0001108235,0.00001695921,0.0004356915],"genre_scores_gemma":[0.9995604,0.00002077163,0.0001916852,0.00001260199,0.000004448749,0.000002665674,0.0001142045,0.000003364449,0.00008988345],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002581044,"threshold_uncertainty_score":0.005132079,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007679984600302499,"score_gpt":0.1984043684771272,"score_spread":0.1907243838768247,"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."}}