{"id":"W3022284290","doi":"","title":"Landscape Grading: A Study Guide for the LARE","year":2020,"lang":"en","type":"book","venue":"","topic":"3D Modeling in Geospatial Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Grading (engineering); Geography; Environmental planning; Cartography; Engineering; Civil 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007935976,0.0002052302,0.0002073701,0.00003174342,0.0000884215,0.00004416072,0.0003960843,0.0001075797,0.00009072416],"category_scores_gemma":[0.00002282529,0.0001488538,0.0001011084,0.00004880858,0.000009367743,0.00001605461,0.00005348621,0.0002257623,0.0001209908],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000515767,"about_ca_system_score_gemma":0.00005449024,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001068767,"about_ca_topic_score_gemma":0.0001490501,"domain_scores_codex":[0.999263,0.000003413926,0.000237861,0.0002097632,0.0001367651,0.0001491252],"domain_scores_gemma":[0.9992319,0.0002060495,0.00002775147,0.0004302638,0.00005558235,0.00004847508],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001304033,0.00001161718,0.00001002122,0.00006001666,0.0001833238,7.598745e-7,0.0002758252,0.02682632,0.000003011916,0.002855669,0.9682178,0.001554357],"study_design_scores_gemma":[0.0001500591,0.00003327081,0.000008494789,0.00001145902,0.0001321617,6.199171e-7,0.00007351268,0.2267543,0.000002844467,0.001393383,0.7712672,0.0001727265],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00000614905,0.0007971865,0.4332556,0.0006175059,0.0003625991,0.002946298,0.0001350771,0.001110841,0.5607687],"genre_scores_gemma":[0.00590579,0.0001167681,0.009828639,0.0003291286,0.001556905,0.002371606,0.0003182299,0.0002914645,0.9792815],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.423427,"threshold_uncertainty_score":0.6070082,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02424303483880277,"score_gpt":0.245420969872132,"score_spread":0.2211779350333292,"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."}}