{"id":"W4408441114","doi":"10.5194/egusphere-egu25-3833","title":"Variability of Valley Floor Widths in a Mountain Landscape, Canadian Rockies","year":2025,"lang":"en","type":"preprint","venue":"","topic":"Image Processing and 3D Reconstruction","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Geology; Geography; Geomorphology; Physical geography; Archaeology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006904021,0.0001828803,0.0003392163,0.000522235,0.00005871369,0.0001343755,0.0008725473,0.0002625142,0.00004396608],"category_scores_gemma":[0.000154448,0.0001729764,0.00007399766,0.0004010152,0.00004709673,0.0001580963,0.0005318648,0.0004283024,0.000005242623],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001518361,"about_ca_system_score_gemma":0.003430089,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1682629,"about_ca_topic_score_gemma":0.1380203,"domain_scores_codex":[0.9985061,0.0001322991,0.0003921693,0.0005485829,0.0001519082,0.0002689289],"domain_scores_gemma":[0.998895,0.00006637253,0.000116957,0.0006467046,0.0001848904,0.00009005269],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004502759,0.000411084,0.2962671,0.005144664,0.0002427944,0.00005084178,0.006793222,0.01936353,0.00007235111,0.07605149,0.004654766,0.5909031],"study_design_scores_gemma":[0.0008871272,0.00004111807,0.03106767,0.001171815,0.00003773648,0.00003338249,0.0002806385,0.704816,0.0015294,0.2578117,0.001308725,0.001014748],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06040512,0.0005081528,0.7478924,0.002393102,0.002814859,0.0006139945,0.00005959851,0.0002874119,0.1850254],"genre_scores_gemma":[0.8980111,0.00002971397,0.09948273,0.0001533941,0.0000462634,0.00003613161,0.00001269645,0.000005481969,0.00222249],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.837606,"threshold_uncertainty_score":0.8777086,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007818574997217182,"score_gpt":0.2331515144677779,"score_spread":0.2253329394705607,"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."}}