{"id":"W4319995498","doi":"10.1080/00139157.2023.2146945","title":"Seeking a Quiet Ocean","year":2023,"lang":"en","type":"article","venue":"Environment Science and Policy for Sustainable Development","topic":"Ocean Acidification Effects and Responses","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"QUIET; The arctic; Arctic; Ocean science; Oceanography; Image (mathematics); Environmental science; Geology; Computer science; Artificial intelligence; Astronomy; Physics","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":[],"consensus_categories":[],"category_scores_codex":[0.0000691103,0.0004157943,0.0001605859,0.0005346867,0.005749137,0.001365382,0.0004268397,0.0006393236,0.1180164],"category_scores_gemma":[0.0001918406,0.0001830741,0.0001405657,0.0008421171,0.000785411,0.0004666643,0.0009345979,0.0009937061,0.02005809],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003760885,"about_ca_system_score_gemma":0.005617213,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.9086108,"about_ca_topic_score_gemma":0.9891196,"domain_scores_codex":[0.9999232,0.000007961159,0.000001073095,0.00001028779,0.00002144798,0.000036011],"domain_scores_gemma":[0.9998844,0.000004168541,0.000003715612,0.000002764191,0.00005868214,0.00004630215],"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":[0.0000816816,0.00002935184,0.008097561,0.0001139342,0.00001716226,0.001389605,0.003413173,0.0002639142,0.002035724,0.003305732,0.9394273,0.04182474],"study_design_scores_gemma":[0.00001072102,0.00001585923,0.03274244,0.0001395366,0.00000890726,0.0002676111,0.01163028,0.00009430448,0.0002200316,0.000406717,0.9544471,0.00001663348],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.02820309,0.004495421,0.0007142927,0.01288833,0.001441494,0.00009067115,0.008486214,0.0002037396,0.9434768],"genre_scores_gemma":[0.1346081,0.002795082,0.001703925,0.002031239,0.0001004704,0.00002591019,0.00306414,0.00009649702,0.8555746],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.9086108,"threshold_uncertainty_score":0.3948042,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0111130955969962,"score_gpt":0.2347924374939934,"score_spread":0.2236793418969972,"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."}}