{"id":"W1989352391","doi":"10.1111/j.1365-2427.2008.01992.x","title":"Evidence that viral abundance across oceans and lakes is driven by different biological factors","year":2008,"lang":"en","type":"article","venue":"Freshwater Biology","topic":"Bacteriophages and microbial interactions","field":"Environmental Science","cited_by":124,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Abundance (ecology); Chlorophyll a; Biology; Ecology; Environmental science; Arctic; Oceanography; Botany","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00003441616,0.0001816331,0.0001941081,0.0000109146,0.0002594583,0.00002496359,0.0002101376,0.000143818,0.002741923],"category_scores_gemma":[0.00001502126,0.000114662,0.00006029637,0.00003443848,0.0007595705,0.0001701977,0.0002842307,0.0001492476,0.0001792077],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004784867,"about_ca_system_score_gemma":0.000001907005,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004428075,"about_ca_topic_score_gemma":0.00101246,"domain_scores_codex":[0.9989606,0.00006390653,0.000146559,0.000406297,0.00004531751,0.0003773335],"domain_scores_gemma":[0.9996075,0.00006156094,0.00006953957,0.0001666259,0.000004259433,0.00009050163],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00001130205,0.00002867545,0.4841459,9.792335e-7,0.00000710003,0.000003004195,0.0007715995,3.716132e-7,0.5103598,0.000001995497,0.004186329,0.0004828783],"study_design_scores_gemma":[0.0001912548,0.0002588633,0.8065712,0.00001499153,0.000005362896,0.00005714081,0.0000661087,0.00003251319,0.1024642,0.00009043419,0.08998471,0.0002632556],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982368,0.0002714976,0.0001819883,0.0004690583,0.0002289916,0.0001050774,0.0004131973,0.00003952387,0.0000538282],"genre_scores_gemma":[0.9971959,0.0009044633,0.0001170776,0.0005444866,0.00003180698,0.000008213456,0.0000561649,0.000008199683,0.001133716],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4078957,"threshold_uncertainty_score":0.9981697,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04882626710885462,"score_gpt":0.2736214769552573,"score_spread":0.2247952098464027,"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."}}