{"id":"W4409427724","doi":"10.1002/lno.70051","title":"Role of virus‐mediated lysis in spatiotemporal dynamics of prokaryotic communities in river–estuary–coastal ecosystems","year":2025,"lang":"en","type":"article","venue":"Limnology and Oceanography","topic":"Bacteriophages and microbial interactions","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"National Natural Science Foundation of China","keywords":"Estuary; Ecosystem; Ecology; Oceanography; Environmental science; Coastal ecosystem; Fishery; Biology; Geology","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":[],"consensus_categories":[],"category_scores_codex":[0.0003082458,0.000215737,0.0002474572,0.0006935681,0.0003381077,0.0008007342,0.0001441158,0.0001971677,0.0003587084],"category_scores_gemma":[0.0002771663,0.0001423322,0.000205722,0.0006347679,0.000302385,0.0003536445,0.0004787744,0.0001437225,0.00007991887],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000438107,"about_ca_system_score_gemma":0.0004041152,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006733079,"about_ca_topic_score_gemma":0.00765808,"domain_scores_codex":[0.9998136,0.00002632639,0.00002583148,0.00005635112,0.00003368321,0.00004418227],"domain_scores_gemma":[0.9997019,0.00003561665,0.0001184509,0.00001462718,0.00007824823,0.00005102633],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001731203,0.0000297996,0.7732194,0.0001267873,0.00008489472,0.0001591642,0.0007098519,0.0006875859,0.2183719,0.0001581084,0.00004857083,0.006230843],"study_design_scores_gemma":[0.000001563314,0.00005174933,0.994679,0.000005921713,0.00001555466,0.00004263471,0.0005936814,0.0009099087,0.003359583,0.00004395361,0.0002901166,0.000006370252],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993294,0.000183114,0.0001862156,0.000008147172,0.000001295636,0.00000295321,0.0001120325,0.000004450182,0.0001722944],"genre_scores_gemma":[0.9994329,0.00009406241,0.0002147942,0.000007239355,0.000001987421,0.000004076167,0.0001341,0.00000113542,0.0001097592],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006733079,"threshold_uncertainty_score":0.0133878,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003878905276636708,"score_gpt":0.2010507765702461,"score_spread":0.1971718712936094,"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."}}