{"id":"W1993216824","doi":"10.1080/01431160210154957","title":"The relation between spectral reflectance and dissolved organic carbon in lake water: Kejimkujik National Park, Nova Scotia, Canada","year":2003,"lang":"en","type":"article","venue":"International Journal of Remote Sensing","topic":"Water Quality Monitoring and Analysis","field":"Environmental Science","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"Geological Survey of Canada","funders":"Health Canada; Oracle","keywords":"Dissolved organic carbon; Environmental science; Watershed; Mercury (programming language); Nova scotia; Spectral signature; Phytoplankton; Hydrology (agriculture); Reflectivity; Deciduous; Satellite imagery; Pollution; Environmental chemistry; Remote sensing; Geology; Nutrient; Oceanography; Ecology; Chemistry","routes":{"ca_aff":true,"ca_fund":true,"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":[0.000259912,0.0002062083,0.0002081528,0.0007071513,0.001180889,0.0006589919,0.0003843413,0.0001813269,0.000638549],"category_scores_gemma":[0.0009924131,0.0002047506,0.0001368803,0.001158156,0.0003345525,0.0001517227,0.0002631583,0.0002192118,0.0001244518],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007417422,"about_ca_system_score_gemma":0.00739672,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9846836,"about_ca_topic_score_gemma":0.9948485,"domain_scores_codex":[0.999824,0.00001408332,0.00001350229,0.00003786805,0.00006017011,0.00005042435],"domain_scores_gemma":[0.9991203,0.0000827882,0.00008652265,0.00002154465,0.0005624702,0.0001265057],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001126858,0.00002817008,0.9867403,0.00004858783,0.00005465493,0.0002151302,0.0004675582,0.0008427219,0.003610445,0.00005028685,0.0006417324,0.007187699],"study_design_scores_gemma":[0.000006194351,0.000008405208,0.9973827,0.0000099345,0.00001267343,0.00005357414,0.0004511513,0.001150045,0.00037525,0.00001322702,0.0005305876,0.000006253027],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976972,0.0002331367,0.0001563291,0.00006067461,0.000004488983,0.00002006565,0.0009163126,0.00001145776,0.00090029],"genre_scores_gemma":[0.9968971,0.0002245094,0.0005168054,0.00002797425,0.00000156407,0.00001380105,0.001039919,0.000004878357,0.00127348],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01531643,"threshold_uncertainty_score":0.05381745,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01542553529523067,"score_gpt":0.2521703311116165,"score_spread":0.2367447958163859,"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."}}