{"id":"W4213259270","doi":"10.1080/14634988.2018.1540232","title":"Preface","year":2018,"lang":"en","type":"article","venue":"Aquatic Ecosystem Health & Management","topic":"Ecology and biodiversity studies","field":"Environmental Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Environment and Climate Change Canada; Balsillie School of International Affairs","funders":"","keywords":"Shore; Recreation; Geography; Population; Resource (disambiguation); Natural resource; Structural basin; Drainage basin; Natural (archaeology); Fishery; Archaeology; Oceanography; Geology; Ecology; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00115378,0.0009047997,0.0006337364,0.001818725,0.00283382,0.004013866,0.001442855,0.001490545,0.6063655],"category_scores_gemma":[0.006944447,0.0003217343,0.0005096107,0.001636643,0.0006589574,0.003561081,0.002352683,0.002859736,0.4607593],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001915666,"about_ca_system_score_gemma":0.002953935,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004865838,"about_ca_topic_score_gemma":0.006221755,"domain_scores_codex":[0.9991992,0.00009415475,0.00005429039,0.0001749848,0.0003663034,0.0001110172],"domain_scores_gemma":[0.9968492,0.0003519611,0.0001089688,0.0002554851,0.001824183,0.0006100885],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001516355,0.00001127096,0.0001053861,0.0000649362,0.000001161483,0.00004113112,0.00006870072,0.00002456747,0.00007759078,0.002834197,0.9724959,0.02426006],"study_design_scores_gemma":[0.000001996326,0.000006367725,0.0002449012,0.00005888349,6.667545e-7,0.00004230413,0.00007880444,0.00001272645,0.00003230872,0.0007114555,0.9988072,0.000002319646],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.001396837,0.00604559,0.003080415,0.02112059,0.09197064,0.0004058119,0.01192809,0.001357405,0.8626946],"genre_scores_gemma":[0.005274619,0.003788534,0.001300958,0.00564271,0.0121548,0.0002102754,0.009372281,0.000657847,0.9615979],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.3936345,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01578675585262168,"score_gpt":0.2470278237369744,"score_spread":0.2312410678843527,"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."}}