{"id":"W2306533576","doi":"10.15273/pnsis.v42i1.3592","title":"LARGE EPIBENTHIC INVERTEBRATES IN THE BRAS D’OR LAKES","year":2002,"lang":"en","type":"article","venue":"Proceedings of the Nova Scotian Institute of Science","topic":"Crustacean biology and ecology","field":"Environmental Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bedford Institute of Oceanography","funders":"","keywords":"Fishery; Carcinus maenas; Biology; Overfishing; Ostrea edulis; Invertebrate; Oyster; Homarus; Mytilus; Crassostrea; Crangon crangon; Ecology; Decapoda; Crustacean; Fishing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00127453,0.0001126546,0.0001606685,0.00008769835,0.0003092065,0.00002578297,0.001828142,0.00007168857,0.001116092],"category_scores_gemma":[0.0005235753,0.00005989458,0.00004639303,0.001665969,0.005729313,0.0007713541,0.0004652056,0.0002033547,0.00008843806],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005708809,"about_ca_system_score_gemma":0.00002479889,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001284075,"about_ca_topic_score_gemma":0.001190961,"domain_scores_codex":[0.998659,0.000008597846,0.0002809046,0.0003005681,0.0003638029,0.0003870841],"domain_scores_gemma":[0.9995289,0.00003493423,0.0001975034,0.0001650418,0.0000311675,0.0000424631],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004692415,0.0005767787,0.8430137,0.00007757831,0.00001014283,0.00000324825,0.01276517,0.0001911664,0.09458594,0.01933351,0.02828352,0.00111232],"study_design_scores_gemma":[0.001404667,0.0004723904,0.8608407,0.0002348998,0.00003863756,0.0001546581,0.00660243,0.006226883,0.09218006,0.007032373,0.02424376,0.000568526],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9751702,0.00002824008,0.000002633209,0.002107432,0.0008244109,0.0002227885,0.000003283887,0.000009020343,0.02163202],"genre_scores_gemma":[0.9983709,0.00002207691,0.0002368804,0.0006111453,0.00001670672,0.000004215025,1.309236e-7,0.000003260669,0.0007347098],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0232007,"threshold_uncertainty_score":0.999797,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0305212391889545,"score_gpt":0.2435468624227887,"score_spread":0.2130256232338342,"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."}}