{"id":"W4403031553","doi":"10.21203/rs.3.rs-5006083/v1","title":"Spatial and temporal scales of patterning in open-air surface scatters along the Doring River, South Africa","year":2024,"lang":"en","type":"preprint","venue":"Research Square","topic":"Coastal and Marine Dynamics","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Surface (topology); Environmental science; Scale (ratio); Geography; Remote sensing; Climatology; Geology; Geometry; Cartography; Mathematics","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":[0.0001992773,0.0001181276,0.0001626043,0.0007789637,0.0004654957,0.0008616643,0.0002085537,0.0002574872,0.001905901],"category_scores_gemma":[0.001345245,0.0001795057,0.0001451273,0.001090185,0.0006457123,0.0005093116,0.0007275622,0.0002020188,0.0001725982],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005709368,"about_ca_system_score_gemma":0.0003704496,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08509838,"about_ca_topic_score_gemma":0.1603488,"domain_scores_codex":[0.999856,0.00002586995,0.000007464342,0.0000434954,0.00001412401,0.00005299206],"domain_scores_gemma":[0.9994419,0.0002337539,0.0001343511,0.00003416077,0.00008877442,0.00006701697],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002145883,0.00003571448,0.9706335,0.00005832668,0.00006942084,0.0003982155,0.00909853,0.001164719,0.007981262,0.001091261,0.0005178227,0.008736633],"study_design_scores_gemma":[0.000002141837,0.000005980785,0.9964604,0.00001002436,0.000005565781,0.00002900285,0.002602485,0.000339219,0.00006597502,0.00005641868,0.000418881,0.000003919318],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990721,0.00004170419,0.00005201859,0.0000337414,0.000001425059,0.000001937272,0.0001462208,0.000001535011,0.000649302],"genre_scores_gemma":[0.9996451,0.00002642319,0.0000432161,0.00000231158,0.000001409899,0.000002370992,0.00006832737,0.000001314295,0.0002095053],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08509838,"threshold_uncertainty_score":0.1692061,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04741605891068414,"score_gpt":0.308356045941088,"score_spread":0.2609399870304039,"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."}}