{"id":"W2981261162","doi":"10.1117/12.2547868","title":"Environmental conditions favoring coccolithophore blooms in subarctic and arctic seas: a 20-year satellite and multi-dimensional statistical study","year":2019,"lang":"en","type":"article","venue":"","topic":"Methane Hydrates and Related Phenomena","field":"Environmental Science","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Subarctic climate; Coccolithophore; Arctic; Oceanography; Environmental science; Satellite; The arctic; Climatology; Seabird; Phytoplankton; Geology; Ecology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006018099,0.0003043903,0.0002581619,0.0009806878,0.0003739375,0.0005223578,0.000192341,0.0002834209,0.0003296781],"category_scores_gemma":[0.0005939555,0.0001553604,0.0006497301,0.000994721,0.0003477497,0.0002803141,0.0003351958,0.0002107389,0.000114121],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005202144,"about_ca_system_score_gemma":0.0004347273,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04570539,"about_ca_topic_score_gemma":0.04810046,"domain_scores_codex":[0.999874,0.00002079357,0.00001439515,0.0000400465,0.00002107804,0.0000296472],"domain_scores_gemma":[0.9995044,0.0001058596,0.0001666405,0.00004462231,0.00008719918,0.00009116747],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008164479,0.0000734103,0.9955592,0.000008428978,0.0001007389,0.0001757719,0.0001302739,0.0009881541,0.0009201986,0.0000266504,0.000114451,0.001821066],"study_design_scores_gemma":[0.000001056443,0.00002809281,0.9976719,0.000001357535,0.00002397883,0.00004181627,0.0001830233,0.001842683,0.00008964316,0.000007639685,0.0001048647,0.000003913029],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996188,0.00002547492,0.00004892989,0.000005784413,0.000001345792,0.000001297536,0.0002182189,0.000003340455,0.00007690157],"genre_scores_gemma":[0.9986284,0.00005552211,0.0001096373,0.000006589067,0.000006103615,0.000002932087,0.001088239,0.000002044537,0.0001005699],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04570539,"threshold_uncertainty_score":0.09087867,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007234103274119654,"score_gpt":0.2259865589940956,"score_spread":0.218752455719976,"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."}}