{"id":"W4210964312","doi":"10.1002/0471263397.env320","title":"Picoplankton, Freshwater","year":2003,"lang":"en","type":"other","venue":"Encyclopedia of Environmental Microbiology","topic":"Marine and coastal ecosystems","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"TSO Logic (Canada)","funders":"","keywords":"Picoplankton; Autotroph; Ecology; Biology; Geography; Environmental science; Phytoplankton; Nutrient; Bacteria","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00006004736,0.0002628866,0.0003882353,0.000115847,0.00002231239,0.000004062963,0.0002293829,0.0003227748,0.2217501],"category_scores_gemma":[0.000003316729,0.0002167899,0.00008824615,0.00003602269,0.0001663171,0.00002024557,0.00003059172,0.0001501599,0.002904828],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000455566,"about_ca_system_score_gemma":0.00001630349,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001067952,"about_ca_topic_score_gemma":0.009250384,"domain_scores_codex":[0.9989491,0.00008702547,0.000275195,0.0003411534,0.00005495136,0.0002926055],"domain_scores_gemma":[0.9994397,0.0000250103,0.000199765,0.0002649408,0.000001038342,0.00006951122],"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":[0.00001320313,0.00004958925,0.07132902,0.00007146823,0.00008550945,0.0000300965,0.0000267569,0.000003553243,0.0009423276,0.000007838289,0.9176623,0.0097784],"study_design_scores_gemma":[0.0001775935,0.000104877,0.001653576,0.0000204287,0.00002016728,0.00007024119,0.00002014832,0.000001351358,0.00007928591,0.00001823253,0.9975958,0.0002383225],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003776497,0.002708985,0.000004660172,0.000009401003,0.0009536868,0.0002240808,0.004660051,0.00003001308,0.9876326],"genre_scores_gemma":[0.00726586,0.002702113,0.0004339001,0.0001479504,0.0002403245,0.000002208544,0.003008231,0.00007154948,0.9861279],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2188453,"threshold_uncertainty_score":0.9978715,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003130627707369476,"score_gpt":0.1569618026720232,"score_spread":0.1538311749646537,"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."}}