{"id":"W2036842486","doi":"10.1117/12.383498","title":"&lt;title&gt;Radio-echo sounding determination of polythermal glacier hydrology&lt;/title&gt;","year":2000,"lang":"en","type":"article","venue":"Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE","topic":"Cryospheric studies and observations","field":"Earth and Planetary Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Glacier; Echo sounding; Geology; Depth sounding; Geomorphology; Hydrology (agriculture); Remote sensing; Oceanography; Geotechnical engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002076687,0.00016889,0.0001068092,0.001178047,0.0001838705,0.0004614325,0.0002400608,0.000207371,0.01635863],"category_scores_gemma":[0.0003922926,0.00007755563,0.00007425447,0.0008112732,0.0001993541,0.0004867279,0.000208209,0.0002561583,0.006100033],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002257717,"about_ca_system_score_gemma":0.0001981802,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002425255,"about_ca_topic_score_gemma":0.007604761,"domain_scores_codex":[0.999952,0.000003355344,0.000003355805,0.00001433758,0.00001743249,0.000009591305],"domain_scores_gemma":[0.9996368,0.0000776349,0.00003905974,0.00005779993,0.000154439,0.00003421921],"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":[0.0003436061,0.0001057556,0.09501986,0.0003127411,0.00002861198,0.0005360536,0.0004721876,0.003503734,0.2502967,0.003753969,0.04662283,0.599004],"study_design_scores_gemma":[0.00004256957,0.0003231937,0.5243304,0.0001096449,0.00006240546,0.001069461,0.0005075994,0.01366923,0.2354648,0.001600513,0.2226804,0.0001397353],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7597938,0.00286157,0.07804383,0.001088158,0.0007744524,0.0001256242,0.01731366,0.006365091,0.1336339],"genre_scores_gemma":[0.8818204,0.002842042,0.04288899,0.0002489109,0.0004775065,0.00008685165,0.01067655,0.0009823578,0.05997644],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01635863,"threshold_uncertainty_score":0.05472511,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01059086483092211,"score_gpt":0.2078989739930694,"score_spread":0.1973081091621472,"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."}}