{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001216486,0.001314849,0.0005953021,0.002000337,0.001283886,0.007066906,0.001250296,0.003068531,0.5733666],"category_scores_gemma":[0.003437733,0.0003923929,0.0006669032,0.002002747,0.0006759327,0.005802136,0.00444189,0.002149986,0.5874645],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001267285,"about_ca_system_score_gemma":0.002705519,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002670293,"about_ca_topic_score_gemma":0.003646834,"domain_scores_codex":[0.9991618,0.0001194772,0.00005246495,0.0001183826,0.0003459621,0.0002018506],"domain_scores_gemma":[0.999014,0.000104662,0.00007115268,0.0001235175,0.0003426321,0.0003441006],"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":[0.00003323544,0.00001896594,0.0001613683,0.0002710036,0.000004842869,0.00004094435,0.00004536217,0.00007073848,0.0002142207,0.01068614,0.8677863,0.1206668],"study_design_scores_gemma":[0.000002510862,0.000003526244,0.0000477227,0.00003873381,6.370528e-7,0.00001174974,0.00001449102,0.00001394545,0.00002178577,0.0008824362,0.9989606,0.000001798672],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0006225655,0.005923022,0.002937128,0.01682796,0.0193569,0.00016269,0.02334601,0.007062032,0.9237617],"genre_scores_gemma":[0.005800955,0.01086668,0.00511882,0.01223689,0.003791308,0.00034039,0.03064923,0.003344484,0.9278512],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5733666,"threshold_uncertainty_score":0.6085408,"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."}}