{"id":"W2576529837","doi":"10.1002/rra.3118","title":"Borders and Barriers: challenges of Fisheries Management and Conservation in Open Systems","year":2017,"lang":"en","type":"article","venue":"River Research and Applications","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fisheries and Oceans Canada","funders":"","keywords":"Catfish; Fishery; Geography; Drainage basin; Watershed; Channel (broadcasting); Fish <Actinopterygii>; Population; Biology; Cartography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.009018873,0.0002304228,0.0008088432,0.001269406,0.004197237,0.007090461,0.001757235,0.001831166,0.005831202],"category_scores_gemma":[0.01842492,0.0002841707,0.0002452156,0.001894976,0.01118984,0.009504818,0.006423883,0.001822794,0.0002563528],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003099937,"about_ca_system_score_gemma":0.005692248,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02621214,"about_ca_topic_score_gemma":0.04438635,"domain_scores_codex":[0.9966377,0.001925444,0.0001227314,0.0003229032,0.0004948041,0.0004963528],"domain_scores_gemma":[0.9852213,0.00837563,0.002068138,0.0006494069,0.001442361,0.002243081],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001401957,0.0003435759,0.1170184,0.00171256,0.0002021077,0.001156912,0.03770912,0.0121571,0.001555845,0.3131571,0.02937068,0.4854765],"study_design_scores_gemma":[0.00003593011,0.0002851097,0.1282384,0.00359954,0.00008107376,0.0006419561,0.1636145,0.01055459,0.0004018722,0.5548411,0.1375645,0.0001414795],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5800564,0.04566944,0.0293497,0.2523167,0.0006482703,0.0001750895,0.0002809696,0.00009567105,0.09140778],"genre_scores_gemma":[0.9870889,0.006394377,0.003118373,0.001730654,0.0001552045,0.00005771887,0.00002511883,0.00001318594,0.001416494],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02621214,"threshold_uncertainty_score":0.05211914,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07184268498067427,"score_gpt":0.347802589025587,"score_spread":0.2759599040449127,"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."}}