{"id":"W2171561521","doi":"10.1002/hyp.5771","title":"A review of Canadian remote sensing and hydrology, 1999–2003","year":2005,"lang":"en","type":"review","venue":"Hydrological Processes","topic":"Soil Moisture and Remote Sensing","field":"Environmental Science","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Snow; Hydrology (agriculture); Wetland; Environmental science; Glacier; Remote sensing; Snow cover; Meteorology; Physical geography; Geology; Geography","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004202073,0.00047117,0.001682612,0.000202226,0.0001351641,0.00001671987,0.0002729611,0.0005663933,0.0001807015],"category_scores_gemma":[0.0009814277,0.0003147791,0.0001520128,0.001905239,0.0006148798,0.00006384039,0.0001880361,0.0005140684,0.000161936],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000120142,"about_ca_system_score_gemma":0.0002308057,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03919825,"about_ca_topic_score_gemma":0.100693,"domain_scores_codex":[0.9976619,0.0001962878,0.0006824794,0.0007004911,0.000218534,0.0005403243],"domain_scores_gemma":[0.9987253,0.0001743453,0.0003922332,0.000347287,0.00003891699,0.0003219211],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001267375,0.000007422089,0.000002435323,0.02827114,0.00002129937,0.00004796685,0.00001257493,0.000001697378,2.779371e-7,9.868922e-7,0.003078458,0.9685545],"study_design_scores_gemma":[0.00004693302,0.00005877248,0.000006666085,0.02885993,0.0003938492,0.0006383678,0.000001276585,0.00007582482,7.520262e-7,0.0000988351,0.9694952,0.0003235846],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000007710631,0.9566658,0.00001510944,0.0003505331,0.00007223736,0.0005569153,0.000005914904,0.00004093776,0.04228491],"genre_scores_gemma":[0.00008306556,0.9945654,0.001893531,0.003137717,0.00012129,5.844792e-7,0.00003319326,0.00003332506,0.0001318844],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9682309,"threshold_uncertainty_score":0.9999304,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03945444431495369,"score_gpt":0.2865476002697723,"score_spread":0.2470931559548186,"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."}}