{"id":"W3195791820","doi":"10.1126/sciadv.abg1921","title":"Environmental vulnerability of the global ocean epipelagic plankton community interactome","year":2021,"lang":"en","type":"article","venue":"Science Advances","topic":"Microbial Community Ecology and Physiology","field":"Environmental Science","cited_by":136,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"Université de Nantes; Agence Nationale de la Recherche","keywords":"Pelagic zone; Plankton; Biome; Photic zone; Environmental science; Vulnerability (computing); Oceanography; Environmental change; Seascape; Ecology; Climate change; Phytoplankton; Ecosystem; Biology; Computer science; 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":[0.0004867648,0.0002859116,0.0002185096,0.000975745,0.0003031389,0.0004131113,0.000207058,0.0002510592,0.0008710515],"category_scores_gemma":[0.001262376,0.0001379171,0.0004276618,0.001056092,0.0002023197,0.0004677376,0.0009408672,0.0003206215,0.000131186],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004053894,"about_ca_system_score_gemma":0.0002859334,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006541325,"about_ca_topic_score_gemma":0.01274532,"domain_scores_codex":[0.9997151,0.00007172172,0.00001554181,0.0001070112,0.00004122845,0.00004931628],"domain_scores_gemma":[0.9996086,0.0001359285,0.00009549816,0.00006011471,0.00005441264,0.00004554978],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001970935,0.00005229835,0.8979888,0.0001388502,0.0009264802,0.0001229896,0.0004614827,0.02227421,0.05263447,0.001076635,0.0005992914,0.02352742],"study_design_scores_gemma":[0.000005014622,0.00004651949,0.9245518,0.00001713466,0.0001198183,0.0001036204,0.0003581711,0.06720606,0.004280526,0.001874801,0.00141831,0.0000180578],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964223,0.000112716,0.001950842,0.00004526572,0.000002671586,0.000004751012,0.001027794,0.00002040298,0.0004133889],"genre_scores_gemma":[0.9971105,0.00006772437,0.0009915956,0.00001818228,0.000002554704,0.00001131749,0.001627006,0.000007008334,0.0001641987],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006541325,"threshold_uncertainty_score":0.01300645,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01036432740293718,"score_gpt":0.265629381861983,"score_spread":0.2552650544590458,"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."}}