{"id":"W1971037209","doi":"10.1016/j.cageo.2014.05.015","title":"The ValleyMorph Tool: An automated extraction tool for transverse topographic symmetry (T-) factor and valley width to valley height (Vf-) ratio","year":2014,"lang":"en","type":"article","venue":"Computers & Geosciences","topic":"earthquake and tectonic studies","field":"Earth and Planetary Sciences","cited_by":35,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Transverse plane; Geology; Extraction (chemistry); Symmetry (geometry); Aspect ratio (aeronautics); Geometry; Remote sensing; Geodesy; Geomorphology; Physics; Mathematics; Engineering; Structural 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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0009978043,0.0002526858,0.0002615796,0.0001518352,0.001493868,0.0004748416,0.0004939042,0.00007552445,0.00006084109],"category_scores_gemma":[0.000123834,0.0001665532,0.0001068235,0.0004765845,0.0003219844,0.000564997,0.0000267008,0.0001200495,0.00002539797],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000517836,"about_ca_system_score_gemma":0.00005744528,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006190275,"about_ca_topic_score_gemma":0.002415987,"domain_scores_codex":[0.9979194,0.0001846543,0.0003263236,0.0005976711,0.0004112516,0.0005606574],"domain_scores_gemma":[0.9982284,0.001095542,0.0001076092,0.0002968612,0.00008416088,0.000187422],"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":[0.000111854,0.00006970506,0.1271336,0.00004269541,0.00009658298,0.000004490224,0.002195769,0.002016295,0.0002257009,0.002031732,0.002300563,0.863771],"study_design_scores_gemma":[0.0004378641,0.0009229656,0.7671785,0.00002450055,0.00002645683,0.00001586513,0.0002992551,0.2024265,0.00007333316,0.00123384,0.02698747,0.0003734686],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9616624,0.0005827259,0.03334625,0.001286913,0.001714283,0.0006497721,0.00003846508,0.0003322807,0.0003869519],"genre_scores_gemma":[0.9900953,0.0002625249,0.00881866,0.0005020462,0.0001866529,0.00001051955,0.00001982084,0.000005787321,0.00009868621],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8633975,"threshold_uncertainty_score":0.999806,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01759098815613977,"score_gpt":0.246010831828557,"score_spread":0.2284198436724172,"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."}}