{"id":"W2087895048","doi":"10.1016/s0141-1136(03)00062-x","title":"Marine environmental quality assessment using polychaete taxocene characteristics in Vancouver Harbour","year":2003,"lang":"en","type":"article","venue":"Marine Environmental Research","topic":"Marine Biology and Ecology Research","field":"Earth and Planetary Sciences","cited_by":57,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Far East Branch, Russian Academy of Sciences","keywords":"Polychaete; Harbour; Species richness; Dominance (genetics); Fjord; Environmental science; Ecology; Oceanography; Biomass (ecology); Biology; Geology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004006682,0.0003077825,0.0004371731,0.0003424513,0.0004645371,0.00005693062,0.0004667218,0.000258797,0.06645155],"category_scores_gemma":[0.0001827185,0.0002915071,0.00009011381,0.000267787,0.000738533,0.0002380109,0.0005263431,0.001305233,0.0006522883],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002723343,"about_ca_system_score_gemma":0.0001449488,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002853017,"about_ca_topic_score_gemma":0.009089749,"domain_scores_codex":[0.9947808,0.001511138,0.000606061,0.0007805119,0.0009439453,0.001377536],"domain_scores_gemma":[0.9985174,0.0004806653,0.0001110216,0.0005230497,0.000007526942,0.000360347],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000165867,0.0003235607,0.9792491,0.00001824532,0.00003020461,0.0001453014,0.00002479608,0.00003032559,0.0004719159,0.00005021787,0.00009069317,0.01939984],"study_design_scores_gemma":[0.0008763722,0.0002765164,0.990267,0.000004641191,0.000005517687,0.00002544739,0.0002132958,0.002021419,0.000181534,0.000636962,0.005185784,0.0003055016],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9809519,0.00004227709,0.000008474733,0.00007711417,0.0003592404,0.0005125375,0.00009503898,0.00001646748,0.01793692],"genre_scores_gemma":[0.9924917,0.0003584753,0.0009757375,0.0001043144,0.0001012768,0.00001546318,0.0004491223,0.00001622435,0.005487665],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06579927,"threshold_uncertainty_score":0.9999537,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0667426913079458,"score_gpt":0.3324698147836842,"score_spread":0.2657271234757384,"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."}}