{"id":"W161660053","doi":"10.1007/978-3-540-48514-8_14","title":"Climate control of biological UV exposure in polar and alpine aquatic ecosystems","year":2007,"lang":"en","type":"book-chapter","venue":"","topic":"Polar Research and Ecology","field":"Environmental Science","cited_by":17,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval; Center for Northern Studies","funders":"","keywords":"Aquatic ecosystem; Polar; Environmental science; Ecosystem; Ecology; Geography; Biology","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":[0.0001283414,0.0002030865,0.0001592609,0.0002714485,0.0002244588,0.0007913634,0.0003582088,0.0002705808,0.002530322],"category_scores_gemma":[0.0001377488,0.0001192344,0.000170004,0.0003823017,0.0003289005,0.0004056187,0.0003847246,0.0003061864,0.0002792445],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004669355,"about_ca_system_score_gemma":0.0001888878,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00240042,"about_ca_topic_score_gemma":0.004005837,"domain_scores_codex":[0.9999484,0.00001058636,0.000001800961,0.00001282076,0.00001526059,0.00001120685],"domain_scores_gemma":[0.9999427,0.00002751859,0.000009954016,0.000003064452,0.000008191832,0.000008527683],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0003958849,0.000133703,0.03702661,0.0008829003,0.000139909,0.0008786065,0.002030729,0.02058975,0.3622501,0.0739565,0.01042561,0.4912898],"study_design_scores_gemma":[0.00003237359,0.0004285045,0.612613,0.0003557737,0.0001125525,0.00146399,0.002027465,0.01417496,0.08334823,0.08778292,0.1975333,0.0001270657],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6010426,0.1332671,0.02047923,0.001946368,0.0005165702,0.00003453393,0.0006212264,0.0002481423,0.2418442],"genre_scores_gemma":[0.9331442,0.0242584,0.002203475,0.0002613388,0.0002184395,0.00002494898,0.0002227505,0.00007663026,0.03958983],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002530322,"threshold_uncertainty_score":0.008464813,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02733232861605529,"score_gpt":0.2534731569560478,"score_spread":0.2261408283399925,"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."}}