{"id":"W4301831984","doi":"10.1038/s44183-022-00004-4","title":"A sustainable ocean for all","year":2022,"lang":"en","type":"article","venue":"npj Ocean Sustainability","topic":"Coastal and Marine Management","field":"Environmental Science","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University","funders":"","keywords":"Environmental science; Geology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002226549,0.001146371,0.0008666067,0.00101036,0.003756166,0.009726633,0.001368275,0.006803948,0.04829345],"category_scores_gemma":[0.01152471,0.000337508,0.0009674351,0.0005330119,0.002373936,0.006592051,0.00550431,0.01705316,0.02358205],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002272901,"about_ca_system_score_gemma":0.005510319,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002591837,"about_ca_topic_score_gemma":0.007137181,"domain_scores_codex":[0.9971636,0.0004591845,0.000149976,0.000461594,0.001384487,0.000381139],"domain_scores_gemma":[0.9948606,0.0009398937,0.0003557201,0.0001995331,0.001699457,0.001944833],"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":[0.000007963059,0.000008861282,0.00004179015,0.00008064556,0.00000312119,0.00006505247,0.00008360035,0.00001539605,0.00005829453,0.002950006,0.9849741,0.01171112],"study_design_scores_gemma":[0.000001252903,0.000004234076,0.00004377641,0.00004784041,0.000001535445,0.00003994986,0.0001079725,0.000008183078,0.00002310778,0.0007307823,0.9989874,0.000003952257],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"empirical","genre_scores_codex":[0.0002221606,0.01016505,0.000465782,0.3216123,0.6432483,0.00003637033,0.0001310237,0.0001561766,0.02396275],"genre_scores_gemma":[0.007211215,0.01712601,0.001570324,0.3156751,0.3391058,0.0001029969,0.0003516563,0.0004687537,0.3183881],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04829345,"threshold_uncertainty_score":0.1615577,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006207363736531852,"score_gpt":0.2277227967925435,"score_spread":0.2215154330560117,"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."}}