{"id":"W7038387715","doi":"","title":"Human dimensions of ecosystem-based management: Lessons in managing trade-offs from the Northern Shrimp Fishery in Northern Peninsula, Newfoundland","year":2018,"lang":"en","type":"other","venue":"OSF Preprints (OSF Preprints)","topic":"Evolution and Paleontology Studies","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Diversification (marketing strategy); Shrimp; Fisheries management; Context (archaeology); Peninsula; Ecosystem; Habitat; Fishing","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00120002,0.0001571134,0.0001712669,0.0004872699,0.002025467,0.001880783,0.0004103411,0.0003564476,0.00207587],"category_scores_gemma":[0.002033304,0.00008757913,0.000183528,0.0007234901,0.002236336,0.001004428,0.001413999,0.0006324454,0.00006613023],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00866164,"about_ca_system_score_gemma":0.007555475,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7367335,"about_ca_topic_score_gemma":0.9129373,"domain_scores_codex":[0.999613,0.0001527627,0.0000108719,0.00002538611,0.00003669358,0.0001613825],"domain_scores_gemma":[0.9988028,0.0004596401,0.000225713,0.00006475908,0.000155838,0.0002912043],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001418348,0.0001844963,0.7492876,0.0002178758,0.0001283273,0.001652854,0.07585769,0.004196879,0.0004517903,0.007098067,0.009978617,0.1508039],"study_design_scores_gemma":[0.000008840106,0.00006748729,0.7833086,0.0003444109,0.00006353324,0.0001740088,0.1894438,0.001179673,0.0003147609,0.003746187,0.02131928,0.00002944696],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9791789,0.00106161,0.000149065,0.01057296,0.0000125191,0.000007248708,0.00010708,0.000002392217,0.008908288],"genre_scores_gemma":[0.9974014,0.001031249,0.0001428012,0.0004496087,0.00001035239,0.000003886185,0.00002962755,0.000001408176,0.0009297422],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2632665,"threshold_uncertainty_score":0.5296339,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01837684530850446,"score_gpt":0.241115322589402,"score_spread":0.2227384772808976,"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."}}