{"id":"W4210698761","doi":"10.3389/fmars.2021.805134","title":"Canada’s Internet-Connected Ocean","year":2022,"lang":"en","type":"article","venue":"Frontiers in Marine Science","topic":"Methane Hydrates and Related Phenomena","field":"Environmental Science","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ocean Networks Canada Society; University of Victoria","funders":"Canada Foundation for Innovation; University of Victoria","keywords":"Ocean observations; Oceanography; Arctic; Ocean science; Geography; Geology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007003251,0.0001016962,0.0001196537,0.0001045736,0.0002579179,0.00002390593,0.0008822765,0.0000136331,0.005763175],"category_scores_gemma":[0.00005228135,0.00009561187,0.00001810219,0.001368726,0.0003418354,0.0001450785,0.001917667,0.0002880107,0.00001364831],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001241257,"about_ca_system_score_gemma":0.0002848042,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3793475,"about_ca_topic_score_gemma":0.04955647,"domain_scores_codex":[0.9982566,0.00006091268,0.0001829494,0.0004186142,0.0006533139,0.0004275582],"domain_scores_gemma":[0.9995459,0.00001320885,0.00006024195,0.0002479311,0.000004875313,0.0001278992],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002299573,0.00005224788,0.8454272,0.000002298551,0.000004310184,0.00005961732,0.0003879501,0.01778026,0.000613438,0.0002088457,0.1228228,0.01261803],"study_design_scores_gemma":[0.001099539,0.000222017,0.5195497,0.000007230831,0.00001215238,0.00005516441,0.001698478,0.07172179,0.001800687,0.008405118,0.3945626,0.0008655029],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9323378,0.00001693051,0.0001440572,0.0005664026,0.00192456,0.0001615247,0.000004435988,0.00002181109,0.06482244],"genre_scores_gemma":[0.9829409,0.000004051693,0.007326624,0.0005712379,0.00001088681,0.000007463005,0.000005079822,0.00000777355,0.009126027],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.329791,"threshold_uncertainty_score":0.9951457,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003928963527684906,"score_gpt":0.1764237482372322,"score_spread":0.1724947847095473,"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."}}