{"id":"W2590079309","doi":"10.1093/icesjms/fsx009","title":"Shaping the future of marine socio-ecological systems research: when early-career researchers meet the seniors","year":2017,"lang":"en","type":"article","venue":"ICES Journal of Marine Science","topic":"Coastal and Marine Management","field":"Environmental Science","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fisheries and Oceans Canada","funders":"Université de Bretagne Occidentale; Agence Nationale de la Recherche","keywords":"Ecological systems theory; Corporate governance; Sociology; Politics; Engineering ethics; Pragmatism; Ecological psychology; Political science; Ecology; Environmental resource management; Public relations; Psychology; Business; Engineering","routes":{"ca_aff":true,"ca_fund":false,"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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.1869649,0.0007984008,0.001979847,0.003352755,0.0226684,0.04530527,0.004489667,0.01863066,0.008763098],"category_scores_gemma":[0.1217482,0.001327378,0.001227061,0.002500548,0.02957048,0.03192073,0.03119042,0.03542008,0.002008404],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01493813,"about_ca_system_score_gemma":0.05120014,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004520445,"about_ca_topic_score_gemma":0.01259756,"domain_scores_codex":[0.9207816,0.04875795,0.002676046,0.004751838,0.007744616,0.01528782],"domain_scores_gemma":[0.6938568,0.07587221,0.008524538,0.007601128,0.03326944,0.1808758],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003241093,0.0005635804,0.02174167,0.001699245,0.00009208808,0.002592953,0.4686922,0.0002199526,0.001693773,0.1014675,0.2610273,0.1398856],"study_design_scores_gemma":[0.00005070701,0.0002654219,0.004767234,0.002345893,0.00002036711,0.0003919375,0.5072022,0.0001624732,0.0002860677,0.05787546,0.4265126,0.0001195597],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.02424654,0.01603256,0.001626403,0.9341117,0.01674646,0.00005355084,0.00003180677,0.00005359406,0.007097487],"genre_scores_gemma":[0.6107385,0.02545994,0.01033492,0.3119558,0.01886616,0.0004513344,0.0001297018,0.0002398034,0.02182376],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8130351,"threshold_uncertainty_score":0.9887768,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1255078549379039,"score_gpt":0.3419022912303215,"score_spread":0.2163944362924175,"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."}}