{"id":"W7154602530","doi":"10.48620/97009","title":"Microwave Emission Model of Layered Snowpacks (MEMLS)","year":2014,"lang":"","type":"other","venue":"Open Access CRIS of the University of Bern","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Apollo Microwaves (Canada)","funders":"","keywords":"Emissivity; Microwave; Atmospheric correction; Calibration; Code (set theory)","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":["metaepi_narrow","open_science","insufficient_payload"],"consensus_categories":["open_science"],"category_scores_codex":[0.001236154,0.001018564,0.002825639,0.0008358051,0.0004969806,0.0002120338,0.02813582,0.001127437,0.01495759],"category_scores_gemma":[0.0001934504,0.001001119,0.001263597,0.001002172,0.00217115,0.001728594,0.02564492,0.0008402401,0.0005874225],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003987554,"about_ca_system_score_gemma":0.001016095,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01543373,"about_ca_topic_score_gemma":0.002541247,"domain_scores_codex":[0.9945783,0.0008545303,0.001090673,0.001319213,0.001429939,0.0007273699],"domain_scores_gemma":[0.9870598,0.0001776405,0.007326731,0.003978961,0.001097784,0.000359043],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.004023169,0.002192177,0.006402017,0.002527335,0.002285419,0.000009213964,0.003641996,0.0135302,0.2329282,0.0003770554,0.728419,0.003664171],"study_design_scores_gemma":[0.02929705,0.0006317859,0.004051766,0.02718431,0.00979168,0.00001790422,0.008443953,0.1027565,0.5742671,0.00466447,0.2331039,0.005789513],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1314477,0.0004226362,0.004497231,0.0005383122,0.0005164351,0.003841501,0.00472066,0.00004265974,0.8539729],"genre_scores_gemma":[0.5884942,0.0003536792,0.002567154,0.00003352571,0.00004072007,3.324574e-7,0.00006058213,0.0004860783,0.4079637],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.4953151,"threshold_uncertainty_score":0.9992439,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05191135068719825,"score_gpt":0.3065010536756385,"score_spread":0.2545897029884402,"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."}}