{"id":"W2007357937","doi":"10.1007/s00300-003-0580-2","title":"Gradient analysis of cryoconite ecosystems from two polar glaciers","year":2004,"lang":"en","type":"article","venue":"Polar Biology","topic":"Polar Research and Ecology","field":"Environmental Science","cited_by":94,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; Université Laval; Center for Northern Studies","funders":"","keywords":"Glacier; Meltwater; Glacier mass balance; Tidewater glacier cycle; Physical geography; Geology; Oceanography; Ecology; Geomorphology; Biology; Geography","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":[],"consensus_categories":[],"category_scores_codex":[0.0001472342,0.0002275166,0.0003501963,0.001443983,0.000644824,0.0009224109,0.0003324886,0.0003962592,0.0008791538],"category_scores_gemma":[0.0002815086,0.0001772886,0.0003035583,0.0009618675,0.0002840434,0.0002779154,0.0003515195,0.0002669165,0.0001193245],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005134561,"about_ca_system_score_gemma":0.0002980437,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02605446,"about_ca_topic_score_gemma":0.04083095,"domain_scores_codex":[0.999934,0.000008367273,0.000004114816,0.00001815786,0.0000123163,0.00002306234],"domain_scores_gemma":[0.9997764,0.00004420389,0.00002403918,0.00001618703,0.00008917177,0.00004998316],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001605818,0.0002117442,0.8694458,0.0001177824,0.0003431082,0.0004578064,0.0007105469,0.01228638,0.09802364,0.0005734402,0.000691796,0.01553198],"study_design_scores_gemma":[0.00001586364,0.00002907148,0.9855196,0.000004193255,0.00004908852,0.00008504926,0.0003951944,0.01147518,0.001983984,0.0001147794,0.00031478,0.00001323369],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993861,0.00003392527,0.0001565581,0.000008010003,0.000001267258,0.000001730808,0.000160887,0.000009830266,0.0002415502],"genre_scores_gemma":[0.9991214,0.00002291896,0.0002793132,0.000006048299,0.000002207291,0.000002924995,0.0004625235,0.000006787172,0.00009586149],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02605446,"threshold_uncertainty_score":0.05180562,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01116026544891362,"score_gpt":0.2680566980126555,"score_spread":0.2568964325637418,"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."}}