{"id":"W3209367503","doi":"10.1002/aqc.3751","title":"The forgotten ocean: Why COP26 must call for vastly greater ambition and urgency to address ocean change","year":2021,"lang":"en","type":"article","venue":"Aquatic Conservation Marine and Freshwater Ecosystems","topic":"Ocean Acidification Effects and Responses","field":"Earth and Planetary Sciences","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Fisheries and Oceans Canada","funders":"","keywords":"Climate change; Humanity; Atmosphere (unit); Environmental science; Environmental resource management; Earth science; Oceanography; Geography; Meteorology; Political science; Geology; Law","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":[0.006071548,0.000673505,0.0004191324,0.00061217,0.01098877,0.01123775,0.001688955,0.01195608,0.02486757],"category_scores_gemma":[0.01999164,0.0004434353,0.0006889287,0.0007164894,0.01145891,0.009390993,0.009694999,0.02275621,0.004738964],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006685893,"about_ca_system_score_gemma":0.02029055,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03900708,"about_ca_topic_score_gemma":0.03864793,"domain_scores_codex":[0.9944178,0.001526346,0.0001370697,0.0005712614,0.00107076,0.00227678],"domain_scores_gemma":[0.9862391,0.002554433,0.0006619562,0.0005153895,0.003129006,0.006900124],"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":[0.00006265348,0.00005701945,0.001934755,0.0002745498,0.0000199985,0.0007880268,0.005648087,0.000214934,0.000575809,0.09233628,0.8737753,0.02431264],"study_design_scores_gemma":[0.00001728076,0.00004365582,0.002672345,0.0004048232,0.000007136982,0.0001377609,0.01002605,0.0001540393,0.0002873017,0.0200836,0.9661225,0.00004341456],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.005948408,0.003257643,0.0008530628,0.9372598,0.00776148,0.00006523923,0.0001041491,0.00006437865,0.04468595],"genre_scores_gemma":[0.1879935,0.006523866,0.00377777,0.7226857,0.005278598,0.0002308491,0.0002172974,0.0004920217,0.07280042],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03900708,"threshold_uncertainty_score":0.08319026,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03257318889740789,"score_gpt":0.2273255036045523,"score_spread":0.1947523147071444,"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."}}