{"id":"W854298697","doi":"","title":"A Field Portable Hyperspectral Goniometer for Coastal Characterization","year":2012,"lang":"en","type":"article","venue":"NASA Technical Reports Server (NASA)","topic":"Remote Sensing in Agriculture","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Remote sensing; Zenith; Spectrometer; Hyperspectral imaging; Bidirectional reflectance distribution function; Goniometer; Environmental science; Imaging spectrometer; Optics; Geography; Reflectivity; Physics","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":[0.0004841237,0.0002493835,0.0002790391,0.00004151141,0.000151741,0.00006527817,0.0001829962,0.0003368947,0.0007229478],"category_scores_gemma":[0.0003495287,0.0001993917,0.0001988416,0.0003816948,0.00008637479,0.0005792613,0.0002057444,0.0002808693,0.00007931855],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001944089,"about_ca_system_score_gemma":0.00001702395,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001211583,"about_ca_topic_score_gemma":0.00007727128,"domain_scores_codex":[0.9977447,0.00002982784,0.0005089468,0.000494423,0.0005397077,0.0006823555],"domain_scores_gemma":[0.9987836,0.0000787206,0.0002838561,0.0005592323,0.00003291263,0.0002617012],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00006469779,0.0004085915,0.1641083,0.00002653674,0.00002780352,0.00009405914,0.0001278359,0.00002152626,0.8067642,0.0001590513,0.02215812,0.006039252],"study_design_scores_gemma":[0.0003108737,0.000302032,0.7847412,0.00003983383,0.00006923325,0.00122571,0.0000336528,0.0001091531,0.04613075,0.0004497149,0.1659531,0.0006348348],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9865159,0.00002710438,0.002405734,0.0007940631,0.0008481076,0.0007155093,0.0000103848,0.0002799639,0.008403256],"genre_scores_gemma":[0.9870996,0.000007002332,0.008819183,0.0007095891,0.0003849311,0.00002103203,0.0001305237,0.00002958704,0.002798542],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7606335,"threshold_uncertainty_score":0.8130959,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01139761800769183,"score_gpt":0.2398097116290797,"score_spread":0.2284120936213879,"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."}}