{"id":"W4405515143","doi":"10.14321/aehm.027.04.02","title":"Prologue","year":2024,"lang":"en","type":"article","venue":"Aquatic Ecosystem Health & Management","topic":"Marine and fisheries research","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"College of Engineering, Michigan State University; International Association for Great Lakes Research; Fisheries and Oceans Canada; Michigan State University; Great Lakes Fishery Commission","keywords":"Prologue; Geography; Archaeology","routes":{"ca_aff":false,"ca_fund":true,"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":[0.002008688,0.0007850328,0.0006054014,0.001723629,0.00357027,0.007119723,0.001601106,0.00287266,0.5130323],"category_scores_gemma":[0.0139345,0.0004025069,0.0006503831,0.001054476,0.001064906,0.004668837,0.004266956,0.003764201,0.3068073],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002953587,"about_ca_system_score_gemma":0.004853404,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002801087,"about_ca_topic_score_gemma":0.005023809,"domain_scores_codex":[0.9982212,0.0003696932,0.0001252427,0.0002913238,0.0007474676,0.0002451146],"domain_scores_gemma":[0.9941246,0.0009124891,0.000235614,0.0003952455,0.002436514,0.001895506],"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":[0.00003405787,0.0000192142,0.0001267209,0.0001139733,0.000001862534,0.0001422513,0.0001405868,0.0000281069,0.0001286749,0.004910133,0.9512326,0.0431217],"study_design_scores_gemma":[0.000004468153,0.000009189178,0.00007044979,0.000067375,9.394088e-7,0.0001287888,0.0001040704,0.00001507489,0.00004331726,0.0008152948,0.9987378,0.00000328642],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001689989,0.007548433,0.005064654,0.07971299,0.1304761,0.000606568,0.00383507,0.001838686,0.7692276],"genre_scores_gemma":[0.008579962,0.004948788,0.003106516,0.02547553,0.01801237,0.0004158347,0.002456163,0.00127619,0.9357287],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5130323,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01821358189327886,"score_gpt":0.2822702472406768,"score_spread":0.264056665347398,"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."}}