{"id":"W3160938891","doi":"10.1061/9780784483374.051","title":"Development of an Integrated Vision System (IVS) for Characterization of the Lunar Surface","year":2021,"lang":"en","type":"article","venue":"Earth and Space 2021","topic":"Planetary Science and Exploration","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Multispectral image; Remote sensing; Computer science; Context (archaeology); Lidar; Geology","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":[],"consensus_categories":[],"category_scores_codex":[0.0000869568,0.00004028028,0.00007760727,0.000008111009,0.00006195534,0.00001526934,0.00003303322,0.0000127363,0.00002132969],"category_scores_gemma":[0.000002067923,0.00002843948,0.00001664218,0.0001025994,0.0000120832,0.0001284133,0.00001115639,0.00002083318,0.000002432899],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000179156,"about_ca_system_score_gemma":0.00008747681,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001106296,"about_ca_topic_score_gemma":0.00002877507,"domain_scores_codex":[0.9996671,0.00002339813,0.0001014337,0.00008483109,0.00006670391,0.00005649667],"domain_scores_gemma":[0.999761,0.000007742827,0.00006518915,0.00007823587,0.00006585434,0.00002194534],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00002192844,0.0000499815,0.01206873,0.00005129447,0.00001917802,2.698109e-7,0.002038504,0.0002832045,0.9630435,0.001303654,0.00002124999,0.02109849],"study_design_scores_gemma":[0.0004464606,0.00006348341,0.08479736,0.0001731919,0.00001739102,8.969361e-7,0.007585642,0.02685162,0.8639656,0.00002743256,0.01593968,0.0001312737],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9920073,0.00001034065,0.00762845,0.00007706724,0.00007363462,0.0000843064,0.00004475404,0.000001940757,0.0000721868],"genre_scores_gemma":[0.9958235,0.000001300464,0.003275201,0.000003867279,0.00001914123,0.000001341507,0.0005398038,0.000001819201,0.0003340156],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09907795,"threshold_uncertainty_score":0.1159728,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008575417310466403,"score_gpt":0.2031719094129541,"score_spread":0.1945964921024877,"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."}}