{"id":"W4380031247","doi":"10.2139/ssrn.4474059","title":"Four Decades of Lake Surface Temperature Analysis in the North Slave Region, Nwt, Canada Using a Lake-Specific Satellite-Derived Dataset","year":2023,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Ecology and biodiversity studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo; Wilfrid Laurier University","funders":"","keywords":"Satellite; Climatology; Geography; Physical geography; Oceanography; Environmental science; Geology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0008122656,0.0004335112,0.0006015082,0.001684492,0.00116439,0.001121762,0.000820751,0.0006641513,0.001297539],"category_scores_gemma":[0.00180632,0.0003913295,0.0007030422,0.004409699,0.000594293,0.0004939848,0.0009575165,0.0005709199,0.0003154083],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008305191,"about_ca_system_score_gemma":0.01402806,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9852347,"about_ca_topic_score_gemma":0.991991,"domain_scores_codex":[0.9995474,0.00003014638,0.00002598783,0.0001351565,0.0001157056,0.0001455728],"domain_scores_gemma":[0.9982744,0.0001232721,0.0001554634,0.0001107333,0.001106247,0.000229865],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005946023,0.00012356,0.9356099,0.0003484536,0.00128709,0.0003034742,0.001604847,0.007512152,0.003408191,0.0005094825,0.02147131,0.02722693],"study_design_scores_gemma":[0.00001003368,0.000006118499,0.9945472,0.00003695118,0.00006447129,0.00001778561,0.0002875211,0.00120313,0.0001457274,0.00002543011,0.003641286,0.0000142894],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9571097,0.001073657,0.0003767815,0.0003440552,0.00002916392,0.00002247151,0.03909003,0.0000993034,0.001854699],"genre_scores_gemma":[0.9324499,0.0007258921,0.0008924798,0.000157051,0.0000198755,0.00003196199,0.06277857,0.00005216779,0.002892161],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01476526,"threshold_uncertainty_score":0.06025869,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03128992322952254,"score_gpt":0.229953215024991,"score_spread":0.1986632917954685,"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."}}