{"id":"W4379986825","doi":"10.54254/2755-2721/3/20230347","title":"The human impact of marine ecosystem imbalance: an analysis of society and ocean management","year":2023,"lang":"en","type":"article","venue":"Applied and Computational Engineering","topic":"Coastal and Marine Management","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Overfishing; Marine conservation; Marine ecosystem; Environmental resource management; Sustainable development; Marine pollution; Ecosystem-based management; Environmental planning; Business; Geography; Fishing; Fishery; Ecology; Ecosystem; Environmental science; Pollution","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001276622,0.00006015321,0.00009599346,0.00003741325,0.00005690676,0.00001192957,0.00005816268,0.000008576369,0.00001594435],"category_scores_gemma":[4.595054e-7,0.00004519722,0.00004584058,0.0003234273,0.00002394492,0.00002400807,0.0005623347,0.00002112274,7.930582e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001894081,"about_ca_system_score_gemma":0.000001035815,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006311405,"about_ca_topic_score_gemma":0.00001516948,"domain_scores_codex":[0.9995647,0.00000264289,0.0001182393,0.0001088839,0.0001225063,0.00008301667],"domain_scores_gemma":[0.9998395,0.00002819578,0.00003493989,0.00006598095,0.000003238074,0.00002818201],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.000002618172,0.00001123061,0.01558533,0.00003619037,0.0002828877,4.080069e-7,0.00009860879,0.9555979,0.000248034,0.0151564,0.00004987069,0.01293055],"study_design_scores_gemma":[0.00008416396,0.00001244821,0.5695491,0.00000155892,0.00004219547,1.666085e-7,0.00007625509,0.4288579,0.000004476422,0.001294349,0.00004205502,0.00003533028],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959724,0.000003586849,0.002099915,0.00001480365,0.000006992136,0.00008592769,0.000006403612,0.0000222088,0.001787786],"genre_scores_gemma":[0.9993084,0.00001989268,0.0005730029,0.000003443729,0.000004699956,0.000004251325,0.0000345673,0.000003807512,0.00004790668],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5539638,"threshold_uncertainty_score":0.1843089,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003631956336882315,"score_gpt":0.2037178577360952,"score_spread":0.2000859013992129,"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."}}