{"id":"W3153089591","doi":"10.5194/tc-15-4031-2021","title":"Ice roughness estimation via remotely piloted aircraft and photogrammetry","year":2021,"lang":"en","type":"article","venue":"˜The œcryosphere","topic":"Cryospheric studies and observations","field":"Earth and Planetary Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"Natural Sciences and Engineering Research Council of Canada; Manitoba Hydro","keywords":"Surface roughness; Surface finish; Geology; Fluvial; Remote sensing; Geomorphology; Materials science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0003471995,0.0003129814,0.0002946325,0.001629352,0.0001470244,0.0004755931,0.0002551869,0.0002451985,0.0006808544],"category_scores_gemma":[0.001291544,0.0001279685,0.0003604266,0.0007006177,0.000144171,0.0003489121,0.0002341347,0.0002102847,0.0003171016],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003452562,"about_ca_system_score_gemma":0.0002172343,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009104509,"about_ca_topic_score_gemma":0.01284182,"domain_scores_codex":[0.9997217,0.00007258695,0.00001628058,0.00007394479,0.0000923961,0.00002304013],"domain_scores_gemma":[0.9994107,0.000138026,0.0001416831,0.00008560927,0.0002025669,0.00002138903],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000523022,0.0002440641,0.4255003,0.000182776,0.0001796559,0.0003762343,0.0003622285,0.06702813,0.126167,0.0004554415,0.001365685,0.3776155],"study_design_scores_gemma":[0.00003148779,0.0003802217,0.7366698,0.00002625617,0.00006904826,0.0003694641,0.0003751006,0.2464306,0.01435759,0.0002237817,0.001008345,0.00005835177],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9435744,0.0001607129,0.0527604,0.00003456324,0.00001702164,0.00009616533,0.0007557911,0.0004371385,0.002163982],"genre_scores_gemma":[0.9711037,0.00004801954,0.02807046,0.000007961411,0.000006670328,0.00002600482,0.0004608432,0.00001174678,0.0002645458],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009104509,"threshold_uncertainty_score":0.01810306,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01606770046861099,"score_gpt":0.2189168228409828,"score_spread":0.2028491223723718,"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."}}