{"id":"W6926949172","doi":"10.25607/61riio","title":"Ecological insight of seasonal plankton succession to monitor shellfish aquaculture ecosystem interactions","year":2024,"lang":"en","type":"dataset","venue":"IOC of UNESCO (Intergovernmental Oceanographic Commission)","topic":"Bacillus and Francisella bacterial research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fisheries and Oceans Canada","funders":"","keywords":"Plankton; Phytoplankton; Abundance (ecology); Aquaculture; Zooplankton; Ecosystem; Water column; Relative species abundance","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002545051,0.000533061,0.0007091005,0.0002435646,0.0001132804,0.00007157557,0.0009349888,0.0005974689,0.0007688606],"category_scores_gemma":[0.0001139965,0.0004103175,0.0005827074,0.0004114735,0.0001507881,0.00001480742,0.001164972,0.0005903905,0.00009855463],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001147518,"about_ca_system_score_gemma":0.0001146959,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006748929,"about_ca_topic_score_gemma":0.0006587092,"domain_scores_codex":[0.9969018,0.000179886,0.000858939,0.0007566209,0.0009048496,0.0003979129],"domain_scores_gemma":[0.9982755,0.00006866304,0.0003772558,0.0007334541,0.0001671654,0.0003779636],"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":[0.001047248,0.0005910944,0.0004309374,0.0006580731,0.0002729785,0.0000258394,0.00002773984,0.000002769218,0.1220386,0.000005337083,0.8743504,0.0005489529],"study_design_scores_gemma":[0.0004894199,0.001230726,0.0007976319,0.00155154,0.0001087415,0.0000327743,0.0001478047,0.00001299743,0.05164665,0.000007613089,0.9435767,0.0003974163],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.2117125,0.0008468045,0.000009921211,0.0001579556,0.00171216,0.0005043513,0.7845042,0.00001417316,0.000537933],"genre_scores_gemma":[0.6417097,0.0009618425,0.00006276418,0.00007045129,0.000490406,0.00003808853,0.3557465,0.00004874618,0.0008714478],"genre_candidate":"dataset","genre_consensus":null,"teacher_disagreement_score":0.4299973,"threshold_uncertainty_score":0.9998349,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00911194374882267,"score_gpt":0.2696264644441519,"score_spread":0.2605145206953292,"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."}}