{"id":"W4403792992","doi":"10.1029/2024ea003686","title":"TANAGER: Design and Validation of an Automated Spectrogoniometer for Bidirectional Reflectance Studies of Natural Rock Surfaces","year":2024,"lang":"en","type":"article","venue":"Earth and Space Science","topic":"Planetary Science and Exploration","field":"Physics and Astronomy","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Winnipeg","funders":"College of Science and Engineering, University of Minnesota; Western Washington University; National Aeronautics and Space Administration","keywords":"Reflectivity; Natural (archaeology); Geology; Remote sensing; Mineralogy; Optics; Physics; Paleontology","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":[0.002548407,0.0009144686,0.0005422966,0.001174234,0.0004363488,0.0006670627,0.001659941,0.0004693565,0.003712773],"category_scores_gemma":[0.002092191,0.0006370379,0.0003713398,0.0006300038,0.0005877166,0.0007499087,0.0006896421,0.0003592111,0.001229113],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007724433,"about_ca_system_score_gemma":0.001796882,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001955179,"about_ca_topic_score_gemma":0.004363057,"domain_scores_codex":[0.9984525,0.00024421,0.0001112166,0.0004354255,0.0006675535,0.00008899681],"domain_scores_gemma":[0.998017,0.0003888717,0.0002956775,0.000342432,0.0008580536,0.00009800817],"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":[0.0005221554,0.0003185498,0.01726463,0.0003025011,0.00005947433,0.0001290035,0.0003304463,0.00384299,0.8749067,0.001743776,0.004062974,0.09651683],"study_design_scores_gemma":[0.0002624707,0.00160253,0.02510895,0.00005205117,0.00009581201,0.0006681091,0.0002001544,0.09509447,0.834851,0.0004348814,0.04143057,0.0001990653],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.383363,0.0002610305,0.5876901,0.0001776248,0.0001713414,0.002528284,0.002230711,0.01859568,0.004982162],"genre_scores_gemma":[0.301576,0.0001320612,0.6897972,0.0001983349,0.00003173558,0.002193567,0.001269988,0.001143117,0.003658072],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.003712773,"threshold_uncertainty_score":0.01347744,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02918734110015228,"score_gpt":0.307101672751563,"score_spread":0.2779143316514107,"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."}}