{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001822682,0.0001567635,0.0001357853,0.00001954067,0.0003890161,0.0001633329,0.0002463787,0.0000391461,0.007997756],"category_scores_gemma":[0.00002308754,0.0001448405,0.00002777874,0.000253244,0.001270235,0.0008962165,0.0008553552,0.0001034767,0.0004592204],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004041712,"about_ca_system_score_gemma":0.00004295809,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000174787,"about_ca_topic_score_gemma":0.0005417511,"domain_scores_codex":[0.998371,0.00002839621,0.0001615379,0.0005587279,0.0004557165,0.0004246201],"domain_scores_gemma":[0.9993454,0.00001083853,0.00004720857,0.0003045018,0.000004396359,0.0002876376],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00002126404,0.00009086657,0.03145912,0.00001236124,0.000005184024,0.00006459882,0.0005929579,0.00007097048,0.8660182,0.001398143,0.0001817457,0.1000845],"study_design_scores_gemma":[0.0003791402,0.0002092187,0.367297,0.00002008665,0.00001162229,0.0003983655,0.002420295,0.0009524986,0.4834437,0.0006592076,0.1436171,0.000591742],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9109126,0.00005908043,0.00004161316,0.0002537573,0.000105823,0.00008917414,0.00001327968,0.00002811875,0.08849651],"genre_scores_gemma":[0.987434,0.0002150512,0.0006061751,0.0002058164,0.00001924334,0.000008816975,0.000008768681,0.000006461119,0.01149572],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3825745,"threshold_uncertainty_score":0.9929091,"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."}}