{"id":"W2514318982","doi":"10.15273/pnsis.v48i1.5906","title":"Voyage of Discovery: Fifty Years of Marine Research at Canada’s Bedford Institute of Oceanography","year":2015,"lang":"en","type":"article","venue":"Proceedings of the Nova Scotian Institute of Science","topic":"Polar Research and Ecology","field":"Environmental Science","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Oceanography; Marine research; Environmental science; Geology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.002564265,0.0001261186,0.000356297,0.000312288,0.0001473377,0.00001601978,0.002317822,0.00005930155,0.00007734691],"category_scores_gemma":[0.0013679,0.0001007731,0.00008958193,0.002734611,0.01343851,0.001401274,0.002722595,0.0002235714,0.000003539445],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003549533,"about_ca_system_score_gemma":0.001155962,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2415496,"about_ca_topic_score_gemma":0.197491,"domain_scores_codex":[0.9963652,0.00001221427,0.0005351331,0.0003581692,0.002156214,0.0005730643],"domain_scores_gemma":[0.9985929,0.00003230434,0.0004608462,0.0003243852,0.0003536666,0.0002358573],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002372351,0.0002708947,0.6854476,0.0003115741,0.00003371966,0.000002435916,0.00109113,0.0003770493,0.2927138,0.003858173,0.01391415,0.001742296],"study_design_scores_gemma":[0.0007030218,0.0004838859,0.5029161,0.000192408,0.00001699849,0.00001277685,0.0005022729,0.0001590403,0.4811454,0.001345465,0.01233775,0.0001848672],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9805367,0.00002760441,0.000003733632,0.0002839832,0.000696437,0.0003137248,0.00005103603,0.000003633899,0.01808316],"genre_scores_gemma":[0.9979773,0.00002430124,0.00121528,0.0000168265,0.00001326812,0.000002256953,0.000001262008,0.00000686034,0.0007426151],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1884317,"threshold_uncertainty_score":0.9892464,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04812381072924672,"score_gpt":0.2889812477040762,"score_spread":0.2408574369748295,"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."}}