{"id":"W2969268156","doi":"10.1515/bot-2019-0027","title":"Ecosystem-based management of seaweed harvesting","year":2019,"lang":"en","type":"article","venue":"Botanica Marina","topic":"Marine and coastal plant biology","field":"Earth and Planetary Sciences","cited_by":58,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Discards; Ecosystem; Sustainability; Ecosystem-based management; Biodiversity; Bycatch; Ecosystem services; Context (archaeology); Environmental resource management; Ecology; Environmental science; Fishing; Geography; Biology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000934022,0.0003218634,0.0002863597,0.001094075,0.0003464598,0.001414923,0.0007980586,0.0003725473,0.0009956548],"category_scores_gemma":[0.0006173424,0.00007749168,0.0002568044,0.001120084,0.0003161649,0.0006442865,0.0009738152,0.0003926112,0.0002233435],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001123235,"about_ca_system_score_gemma":0.001946942,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00466282,"about_ca_topic_score_gemma":0.009133562,"domain_scores_codex":[0.9996161,0.00009651251,0.00005511109,0.00004188742,0.0001331847,0.00005709557],"domain_scores_gemma":[0.9997384,0.00003786113,0.00008939666,0.00001328298,0.00008886116,0.00003220966],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00003706325,0.0001282173,0.007863055,0.005716404,0.0002313813,0.0002878884,0.0004103966,0.0104699,0.01347583,0.01957846,0.006220171,0.9355813],"study_design_scores_gemma":[0.00004928756,0.0004858365,0.11338,0.015928,0.0005472131,0.001101551,0.003837038,0.0148081,0.01252852,0.0429391,0.7942472,0.0001481288],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.1628589,0.5976655,0.09820253,0.01199764,0.001162893,0.0006479344,0.0005500029,0.0005207909,0.1263938],"genre_scores_gemma":[0.6020915,0.3430341,0.04453807,0.001184753,0.0003273806,0.0001997554,0.0004680405,0.00004338186,0.008113113],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00466282,"threshold_uncertainty_score":0.009271324,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009604377134159271,"score_gpt":0.1872398919665975,"score_spread":0.1776355148324382,"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."}}