{"id":"W4417478465","doi":"10.5376/ijms.2025.15.0030","title":"Environmental Impact of Tropical Sea Cucumber Mariculture Practices","year":2025,"lang":"","type":"article","venue":"International Journal of Marine Science","topic":"Echinoderm biology and ecology","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sea cucumber; Aquaculture; Agriculture; Mariculture; Intensive farming; Ecosystem; Ecosystem services; Environmental impact assessment","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002637591,0.0002385237,0.0001307027,0.0003724035,0.000391795,0.0006638846,0.0001732508,0.0001407342,0.001141909],"category_scores_gemma":[0.0006860397,0.00005620153,0.0002128179,0.0008110953,0.0004690876,0.0002665257,0.0006458194,0.000164648,0.00007899953],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009613146,"about_ca_system_score_gemma":0.000568989,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01406766,"about_ca_topic_score_gemma":0.04702912,"domain_scores_codex":[0.9995838,0.0001315176,0.00002988795,0.00006350227,0.00009971119,0.00009161591],"domain_scores_gemma":[0.9992082,0.0001064605,0.0003995753,0.00003923851,0.0001154352,0.0001311069],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002428498,0.0002007879,0.936317,0.0001960007,0.0001778187,0.00255186,0.00263316,0.002216697,0.0169334,0.0003034329,0.0002803944,0.03794658],"study_design_scores_gemma":[0.000001276253,0.0001395814,0.9946517,0.00001967038,0.00002095368,0.0001398799,0.003087361,0.0002317615,0.0007913036,0.00004428327,0.0008645948,0.000007623817],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979893,0.00014147,0.00004806201,0.00004635551,0.000003079242,0.000004725151,0.00006610254,0.000002723664,0.001698192],"genre_scores_gemma":[0.9994577,0.0002056129,0.00006470687,0.00001608796,0.000002993708,0.000003146509,0.00003657145,0.000001317605,0.0002119386],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01406766,"threshold_uncertainty_score":0.02797151,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01110145527615876,"score_gpt":0.3037944663020582,"score_spread":0.2926930110258995,"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."}}