{"id":"W4283164124","doi":"10.5194/icg2022-71","title":"The singularity of hypogene karst geomorphology","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Karst Systems and Hydrogeology","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Karst; Geology; Geomorphology; Aquifer; Denudation; Groundwater recharge; Geochemistry; Hypogene; Hydrology (agriculture); Groundwater; Tectonics; Paleontology; Geotechnical engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005224923,0.0001038112,0.00006209489,0.0005340627,0.0002280059,0.0009019077,0.0001424556,0.000139227,0.003192664],"category_scores_gemma":[0.0003422726,0.0000955565,0.00006984326,0.0005575417,0.0008580192,0.0003382915,0.0005107891,0.0002383312,0.0003641383],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005670422,"about_ca_system_score_gemma":0.0003270519,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01000283,"about_ca_topic_score_gemma":0.01268811,"domain_scores_codex":[0.9999439,0.000004948435,0.000002817979,0.000016223,0.00001646155,0.00001571175],"domain_scores_gemma":[0.9999129,0.000005600468,0.00002513515,0.000009636653,0.00002750696,0.00001922128],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003675854,0.00004059085,0.4945769,0.0002059348,0.00005454928,0.00336121,0.00532262,0.01300684,0.07741101,0.1141276,0.009760271,0.2817648],"study_design_scores_gemma":[0.000005724392,0.00002842404,0.95385,0.00002335838,0.000009554225,0.001324604,0.001166176,0.00555159,0.001537571,0.007422645,0.02905982,0.00002060737],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.939761,0.0002510775,0.003579708,0.000349403,0.00002549369,0.000009471915,0.0003953618,0.00009037798,0.05553803],"genre_scores_gemma":[0.9974633,0.00007387096,0.0002572318,0.0000203853,0.000009405308,0.000001470318,0.00009096932,0.00001330312,0.002070058],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01000283,"threshold_uncertainty_score":0.01988918,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01876889012189442,"score_gpt":0.2226991046526387,"score_spread":0.2039302145307443,"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."}}