{"id":"W1606343083","doi":"10.1080/07055900.2010.9665833","title":"Preface: Special Section on Canadian Ocean Studies Conducted During International Polar Year","year":2010,"lang":"en","type":"article","venue":"ATMOSPHERE-OCEAN","topic":"Geology and Paleoclimatology Research","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Fisheries and Oceans Canada","funders":"","keywords":"Section (typography); Special section; Polar; Oceanography; Environmental science; Geology; Climatology; Geography; Meteorology; Engineering; Computer science; Engineering physics; Astronomy; Physics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":["insufficient_payload"],"category_scores_codex":[0.000272941,0.000155781,0.000174978,0.00002909251,0.0004379418,0.00004458707,0.0003037012,0.0002098074,0.009804311],"category_scores_gemma":[0.0001575092,0.00013811,0.00005059366,0.0001676098,0.000244494,0.0001724544,0.00001850663,0.0006842292,0.001010887],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008367828,"about_ca_system_score_gemma":0.0001447531,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01272294,"about_ca_topic_score_gemma":0.4803486,"domain_scores_codex":[0.9986996,0.00009059698,0.0001783272,0.0003274835,0.0002349602,0.0004690211],"domain_scores_gemma":[0.9992737,0.0001140697,0.00005415182,0.000210667,0.0001084101,0.0002390119],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007169197,0.00001108465,0.9917721,0.0000075533,0.00008516507,0.00006853159,0.000353394,0.0001799342,0.00001383106,0.0001667619,0.007116506,0.0001534361],"study_design_scores_gemma":[0.0004382964,0.00009420517,0.9828375,0.000008983036,0.00001007917,0.00008228613,0.0006344313,0.0001574571,0.0001324956,0.0003276955,0.01510965,0.0001669134],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9601018,0.0000752269,9.972064e-8,0.001035202,0.004930773,0.0001402356,0.0000547778,0.00004937815,0.03361251],"genre_scores_gemma":[0.9947929,0.00004799251,0.0001142035,0.0001801736,0.00203442,2.380987e-7,0.0001236859,0.000005936233,0.002700477],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4676257,"threshold_uncertainty_score":0.9997669,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01700119378194968,"score_gpt":0.2493198756300091,"score_spread":0.2323186818480594,"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."}}