{"id":"W6925905179","doi":"10.20381/ruor-28911","title":"Remote Sensing Time Series Analysis of Waterbody Colour Change In Northern Canada","year":2023,"lang":"en","type":"other","venue":"uO Research (University of Ottawa)","topic":"Microbial Natural Products and Biosynthesis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Percentile; Pixel; Time series; Satellite imagery; Moderate-resolution imaging spectroradiometer; Change detection; Thematic Mapper; Trend analysis; Statistic","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":[0.0003171808,0.0002843056,0.0002773947,0.002089727,0.0008617858,0.0008599402,0.0004973128,0.0001985354,0.0009285653],"category_scores_gemma":[0.001078755,0.0001388453,0.0003688835,0.004709191,0.0002913187,0.000237407,0.0003955322,0.0002685619,0.000156654],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01611353,"about_ca_system_score_gemma":0.01423892,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9954659,"about_ca_topic_score_gemma":0.996705,"domain_scores_codex":[0.9997163,0.00001166403,0.0000108294,0.00004582384,0.0001201565,0.00009523015],"domain_scores_gemma":[0.9990714,0.00004925136,0.00008449188,0.00002798166,0.000662017,0.0001049048],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001478497,0.000076173,0.9586875,0.00008819048,0.0001323922,0.0002781909,0.0006176162,0.006331004,0.002542784,0.0004197682,0.004372529,0.026306],"study_design_scores_gemma":[0.000003916793,0.000006300545,0.9903509,0.0000136303,0.00002040123,0.00002399164,0.0006062698,0.006395795,0.0002940408,0.00003426581,0.002239759,0.00001065601],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9850316,0.0002999637,0.0003776292,0.0001179773,0.00001147288,0.00002986824,0.01163387,0.00005128115,0.002446289],"genre_scores_gemma":[0.9879984,0.0002278147,0.0008427682,0.0000428796,0.000003850362,0.00001986596,0.009009637,0.00001353791,0.001841192],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01611353,"threshold_uncertainty_score":0.1169124,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03533724857436502,"score_gpt":0.2750367335042914,"score_spread":0.2396994849299263,"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."}}