{"id":"W4205280810","doi":"10.1088/1755-1315/919/1/011001","title":"Preface","year":2021,"lang":"en","type":"article","venue":"IOP Conference Series Earth and Environmental Science","topic":"Marine and Coastal Ecosystems","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Business; Fisheries Research; Fisheries science; Sustainability; Fisheries law; Fisheries management; Fishery; Government (linguistics); Aquaculture; Political science; Fishing; Fish <Actinopterygii>; Biology; Ecology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001414784,0.001004209,0.0007551785,0.002341435,0.002815602,0.005014032,0.001564359,0.001720033,0.6116784],"category_scores_gemma":[0.007843608,0.0003602482,0.0006615726,0.002209325,0.0007191937,0.003559109,0.003024615,0.003017913,0.449896],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002222642,"about_ca_system_score_gemma":0.003207776,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004781331,"about_ca_topic_score_gemma":0.004291365,"domain_scores_codex":[0.9987852,0.0001590963,0.00009697567,0.0002555422,0.0005523603,0.0001509457],"domain_scores_gemma":[0.9960978,0.0004746348,0.0001451326,0.0003545411,0.00223797,0.0006899201],"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":[0.00002126732,0.00001520005,0.00009668041,0.00008719524,0.000001484723,0.00004290106,0.0000718598,0.00003240366,0.00008768792,0.003168101,0.9662448,0.03013043],"study_design_scores_gemma":[0.00000269284,0.000008657235,0.000211828,0.00007274494,7.599287e-7,0.00004008517,0.00008199684,0.00001520764,0.00004143325,0.0008186972,0.9987029,0.000003009305],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001449939,0.006258355,0.003767584,0.02650182,0.1066286,0.0005867027,0.0158889,0.001820361,0.8370977],"genre_scores_gemma":[0.005230671,0.003482337,0.001414956,0.005606655,0.01126596,0.0002658356,0.01091529,0.0007757012,0.9610426],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3883216,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008474139417878912,"score_gpt":0.1827474328301399,"score_spread":0.174273293412261,"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."}}