{"id":"W4246702823","doi":"10.11647/obp.0193.23","title":"Oceans 2020","year":2020,"lang":"en","type":"book-chapter","venue":"Open Book Publishers","topic":"Arctic and Russian Policy Studies","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Oil Sands Technology and Research Authority; University of British Columbia","funders":"","keywords":"Oceanography; Marine ecosystem; Geography; Coral reef; Environmental science; Ecosystem; Geology; Ecology; Biology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004081273,0.0003241592,0.0005251723,0.00005695043,0.0009911979,0.001858008,0.001814018,0.0003911793,0.01244687],"category_scores_gemma":[0.0002420326,0.0003036434,0.0002014719,0.00007088937,0.0008030433,0.001914792,0.0009010714,0.0005387832,0.001610113],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002322509,"about_ca_system_score_gemma":0.001052208,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002847415,"about_ca_topic_score_gemma":0.001998289,"domain_scores_codex":[0.9980238,0.00005477396,0.0003117288,0.0005813443,0.000588747,0.0004395827],"domain_scores_gemma":[0.9987749,0.0001000867,0.0002432471,0.000339631,0.000101459,0.0004406657],"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":[0.000005995244,0.000002882524,0.000007169946,0.000005086342,0.00008710564,0.00002008055,0.00268249,4.977482e-8,2.498143e-8,0.3754911,0.6197929,0.001905051],"study_design_scores_gemma":[0.0001563238,0.00002741826,0.000009795943,0.00005250709,0.00006137243,7.556636e-7,0.001593287,3.594598e-7,1.19939e-7,0.03496744,0.9627547,0.0003759368],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[6.940364e-8,0.0009770185,0.000003795475,0.1552657,0.0004991073,0.0006084876,0.00003272738,0.00009359478,0.8425195],"genre_scores_gemma":[0.0002452817,0.001184432,0.0001754094,0.01285611,0.00148124,0.00001685332,0.00002893317,0.00006864286,0.9839431],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3429617,"threshold_uncertainty_score":0.9999416,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04506104960861052,"score_gpt":0.3103816711329053,"score_spread":0.2653206215242948,"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."}}