{"id":"W6925621997","doi":"10.17895/ices.pub.25673433.v1","title":"Integrating humanities and social sciences into marine ecosystem management - first steps","year":2016,"lang":"en","type":"other","venue":"Figshare","topic":"Mechanical Failure Analysis and Simulation","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Fisheries management; Ecosystem approach; Ecosystem-based management; Corporate governance; Fisheries science; Stakeholder; Fish stock; Marine fish; Stock assessment; Recreation","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":[0.047019,0.001926778,0.003232271,0.009312665,0.006588663,0.02232145,0.002797102,0.007400334,0.0553125],"category_scores_gemma":[0.05030173,0.001338951,0.001925782,0.01001091,0.01281159,0.02483577,0.01604372,0.01391299,0.02312962],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00687285,"about_ca_system_score_gemma":0.02786564,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005181431,"about_ca_topic_score_gemma":0.01024752,"domain_scores_codex":[0.9813303,0.010788,0.001071785,0.0008108004,0.004934805,0.001064184],"domain_scores_gemma":[0.9197831,0.05167033,0.00209578,0.00881088,0.01089148,0.006748299],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0000250097,0.0001295185,0.0006356268,0.00376248,0.00008975524,0.0002384424,0.004798306,0.0001737499,0.0003161473,0.1518054,0.4901344,0.347891],"study_design_scores_gemma":[0.000008796676,0.00002670127,0.0006397211,0.006589069,0.00001376728,0.0001271663,0.003569476,0.00009915589,0.00008871941,0.1157813,0.8730282,0.00002784528],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.0007498855,0.3754863,0.01304706,0.4634109,0.03784966,0.0003524382,0.0008074964,0.00045914,0.1078371],"genre_scores_gemma":[0.03930489,0.627522,0.08785862,0.09430423,0.03945169,0.002243819,0.001510636,0.0009139859,0.1068901],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.0553125,"threshold_uncertainty_score":0.2486632,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03060064902517773,"score_gpt":0.2404800675226864,"score_spread":0.2098794184975087,"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."}}