{"id":"W7045695424","doi":"","title":"Calibration of a remote sensing technique for measuring beach surface moisture, Greenwich Dunes, Prince Edward Island","year":2007,"lang":"en","type":"dissertation","venue":"The Atrium (University of Guelph)","topic":"Aeolian processes and effects","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Fetch; Calibration; Aeolian processes; Scale (ratio); Moisture; Brightness","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006497042,0.0001783064,0.0003266006,0.0001036408,0.0002631106,0.00001257015,0.0003478446,0.0002562526,0.00003143477],"category_scores_gemma":[0.00004215995,0.000164681,0.0001453311,0.0002987107,0.00007965307,0.0001612838,0.00001498842,0.0002171196,0.000002435104],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008061371,"about_ca_system_score_gemma":0.0001300744,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0114736,"about_ca_topic_score_gemma":0.04477,"domain_scores_codex":[0.9989895,0.00006149003,0.0001769496,0.000247949,0.0003026458,0.0002215167],"domain_scores_gemma":[0.9988892,0.0001791543,0.0004261246,0.0002365564,0.0002134941,0.0000554438],"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":[0.02127064,0.0001988062,0.04302252,0.03294002,0.001910319,0.0002351325,0.04250197,0.09668377,0.2406771,0.000619985,0.009598929,0.5103408],"study_design_scores_gemma":[0.002345255,0.001110659,0.7253354,0.002118243,0.001455811,0.00007754671,0.01631785,0.2036356,0.03476786,0.003942744,0.007033789,0.001859219],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8120101,0.003037884,0.1780964,0.0002144688,0.0004123238,0.001633418,0.000249774,0.00006823812,0.004277349],"genre_scores_gemma":[0.986102,0.000133861,0.01100354,0.00001060858,0.00006545674,1.413161e-8,0.0008391258,0.00000883653,0.001836592],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6823129,"threshold_uncertainty_score":0.9951091,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01415711304008646,"score_gpt":0.219615769282398,"score_spread":0.2054586562423115,"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."}}