{"id":"W2064854604","doi":"10.1093/icb/icq058","title":"Polar Ecosystem Dynamics: Recovery of Communities from Organic Enrichment in McMurdo Sound, Antarctica","year":2010,"lang":"en","type":"article","venue":"Integrative and Comparative Biology","topic":"Marine and coastal plant biology","field":"Earth and Planetary Sciences","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Museum of Nature","funders":"Office of Polar Programs; National Science Foundation","keywords":"Benthic zone; Ecology; Environmental science; Ecosystem; Productivity; Habitat; Dominance (genetics); Disturbance (geology); Community structure; Food web; Oceanography; 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001793548,0.0001869549,0.0004728419,0.0001184909,0.00007223086,0.00001749765,0.0002115441,0.0001381088,0.001631859],"category_scores_gemma":[0.00002164504,0.0001267822,0.00004158832,0.0001202326,0.0002916392,0.00009401199,0.00004603728,0.0004015299,0.00002868684],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000714798,"about_ca_system_score_gemma":0.00003914655,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.06620874,"about_ca_topic_score_gemma":0.7879997,"domain_scores_codex":[0.9988481,0.0003459918,0.0003447775,0.0002072757,0.00004480213,0.0002090509],"domain_scores_gemma":[0.9987934,0.0007900172,0.000146423,0.0001565275,0.0000602764,0.00005331256],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002469886,0.00004342567,0.9816536,0.00000587619,0.00007742028,0.000003757357,0.001382167,0.000007875507,0.002219365,0.005437764,0.00003037926,0.008891327],"study_design_scores_gemma":[0.001618509,0.003981441,0.849786,0.00009330493,0.00005527087,0.0000863639,0.05763412,0.02952473,0.003584844,0.0413523,0.0113417,0.0009413832],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.985823,0.0003443888,0.0004811165,0.00007222809,0.0002956745,0.0001450268,0.001106628,0.00001074556,0.0117212],"genre_scores_gemma":[0.9982761,0.0001470872,0.0001645683,0.0000980155,0.00004329604,0.000002861278,0.001163605,0.000001599882,0.0001029215],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.721791,"threshold_uncertainty_score":0.9992808,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02176196146030471,"score_gpt":0.240513058383748,"score_spread":0.2187510969234433,"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."}}