{"id":"W4386827577","doi":"10.21203/rs.3.rs-3296860/v1","title":"Ecological interactions amplify cumulative effects in marine ecosystems","year":2023,"lang":"en","type":"preprint","venue":"Research Square","topic":"Ocean Acidification Effects and Responses","field":"Earth and Planetary Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Université de Sherbrooke; University of Guelph; Bedford Institute of Oceanography; University of Toronto; Fisheries and Oceans Canada","funders":"Natural Sciences and Engineering Research Council of Canada; Institut Nordique De Recherche En Environnement Et En Santé Au Travail; Fonds de recherche du Québec – Nature et technologies; Western Canada Research Grid; Compute Canada","keywords":"Cumulative effects; Ecosystem; Marine ecosystem; Ecology; Environmental science; Biology","routes":{"ca_aff":true,"ca_fund":true,"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":["insufficient_payload"],"category_scores_codex":[0.002758937,0.0002419624,0.0004085708,0.0009820436,0.0002539139,0.000250376,0.0005026967,0.0003430163,0.002783027],"category_scores_gemma":[0.001882504,0.0001813503,0.0001278888,0.0007581321,0.0001547681,0.0001039883,0.0003522307,0.002222904,0.003376873],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007550291,"about_ca_system_score_gemma":0.0002397497,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.006621042,"about_ca_topic_score_gemma":0.02401058,"domain_scores_codex":[0.9950193,0.002414966,0.0003990164,0.0007149113,0.0007708739,0.000680947],"domain_scores_gemma":[0.9916468,0.007337438,0.0001064053,0.00049903,0.0001776666,0.0002326471],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003804614,0.0002725324,0.9322378,0.002458245,0.0001021951,0.0007292245,0.0006862143,0.03307699,0.00005506062,0.0004958666,0.00812264,0.02138278],"study_design_scores_gemma":[0.000229032,0.0002338754,0.9538471,0.0004669411,0.000004793386,0.000005417339,0.0002748962,0.03447381,0.00003426361,0.003960437,0.006256086,0.0002133551],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9870083,0.0002357534,0.00004057869,0.001034945,0.001466064,0.002170969,0.000395744,0.00019551,0.007452153],"genre_scores_gemma":[0.9946188,0.0002144947,0.0001457406,0.00002127789,0.0003216059,0.00006432332,0.001207526,0.00001359402,0.003392647],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02160932,"threshold_uncertainty_score":0.999994,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1078046724452761,"score_gpt":0.3988165513178114,"score_spread":0.2910118788725352,"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."}}