{"id":"W4415589658","doi":"10.1364/sensors.2025.sw3e.1","title":"Showcasing First-Ever Results from a Novel Commercial Space-Based Hyperspectral Imagery (HSI) Constellation","year":2025,"lang":"","type":"article","venue":"","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"SickKids Foundation","funders":"","keywords":"Hyperspectral imaging; Constellation; Satellite imagery; Satellite; Reflectivity; Satellite constellation","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":[0.001023276,0.0005230214,0.0003069449,0.0006719515,0.0004579899,0.000897575,0.0004245749,0.0005850003,0.005833196],"category_scores_gemma":[0.0007342314,0.0001406501,0.0003514463,0.0006809608,0.0006200398,0.0009839742,0.0008272754,0.0009153163,0.001347322],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00046679,"about_ca_system_score_gemma":0.0003540566,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002486089,"about_ca_topic_score_gemma":0.00637242,"domain_scores_codex":[0.9995793,0.00005623764,0.000008176268,0.00005706679,0.0002303949,0.0000688263],"domain_scores_gemma":[0.9992014,0.0001107607,0.00005167854,0.0001333417,0.0003664157,0.0001364737],"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":[0.00194426,0.001254493,0.02510424,0.0008746131,0.0003145605,0.001713382,0.0007438991,0.01021158,0.7259824,0.005272985,0.05765061,0.168933],"study_design_scores_gemma":[0.0001633173,0.003590393,0.07961759,0.0001050281,0.000260003,0.002227749,0.0009678102,0.03133418,0.6901994,0.003079589,0.1882864,0.000168543],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.734174,0.00329622,0.115324,0.004377187,0.00101591,0.0008897994,0.01464278,0.006205969,0.1200741],"genre_scores_gemma":[0.7911448,0.001894191,0.1507974,0.0008142851,0.0002686279,0.0002000828,0.02336354,0.001015635,0.03050134],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005833196,"threshold_uncertainty_score":0.01951402,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02819208678715306,"score_gpt":0.2418335336170584,"score_spread":0.2136414468299054,"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."}}