{"id":"W2981857396","doi":"10.3390/w11112265","title":"Analysis of Raindrop Size Distribution Characteristics in Permafrost Regions of the Qinghai–Tibet Plateau Based on New Quality Control Scheme","year":2019,"lang":"en","type":"article","venue":"Water","topic":"Cryospheric studies and observations","field":"Earth and Planetary Sciences","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Environment and Climate Change Canada","funders":"National Natural Science Foundation of China","keywords":"Disdrometer; Snow; Permafrost; Precipitation; Environmental science; Plateau (mathematics); Atmospheric sciences; Particle-size distribution; Particle size; Drop (telecommunication); Particle (ecology); Climatology; Meteorology; Geology; Geography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002290486,0.00007103023,0.0002583601,0.00001525503,0.00005055261,0.000009272654,0.0001111123,0.00003855647,0.001181846],"category_scores_gemma":[0.00009865319,0.00003955864,0.0001118909,0.0003150509,0.00004638022,0.00003714153,0.000008219097,0.0000692558,0.00001571745],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006881196,"about_ca_system_score_gemma":0.00002443786,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003244297,"about_ca_topic_score_gemma":0.00207814,"domain_scores_codex":[0.9992318,0.00006341072,0.0002808371,0.0001202153,0.0001634424,0.0001403592],"domain_scores_gemma":[0.9993448,0.0002568955,0.0001061958,0.0002263731,0.00003780988,0.00002788542],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005575571,0.00001847415,0.9949885,0.000008335096,0.00005748743,2.509889e-7,0.0002027727,0.0039793,0.0003930361,0.00003644574,0.0001168111,0.0001428304],"study_design_scores_gemma":[0.000386502,0.0000320727,0.9688665,0.00001302489,0.00006580516,5.045155e-8,0.00007824846,0.02916401,0.0001376661,0.00002291495,0.001177,0.00005616051],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963683,0.00001156955,0.0001597442,0.001179497,0.0001221667,0.0001313035,0.001874305,0.000004240072,0.0001489141],"genre_scores_gemma":[0.9987443,0.000003707921,0.0000308186,0.000235424,0.00001607295,5.117091e-7,0.0006966266,0.000001272119,0.0002712647],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02612196,"threshold_uncertainty_score":0.9997312,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01602571002498271,"score_gpt":0.2234756008987261,"score_spread":0.2074498908737434,"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."}}