{"id":"W4230315533","doi":"10.1109/jstars.2019.2941314","title":"IEEE GEOSCIENCE AND REMOTE SENSING SOCIETY","year":2019,"lang":"en","type":"article","venue":"IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing","topic":"Marine and environmental studies","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian Standards Association","funders":"","keywords":"Remote sensing; Computer science; Earth science; Astrobiology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006212039,0.0009108633,0.000667505,0.001070609,0.0006598611,0.001843584,0.000571243,0.001122768,0.06063704],"category_scores_gemma":[0.001208357,0.000282125,0.000434811,0.001291221,0.0005229386,0.001306059,0.001100442,0.001579183,0.05207548],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003386821,"about_ca_system_score_gemma":0.001307484,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006283378,"about_ca_topic_score_gemma":0.006344333,"domain_scores_codex":[0.9996125,0.0000501797,0.00002665573,0.00007405083,0.0002082497,0.00002826897],"domain_scores_gemma":[0.9983614,0.0001005873,0.00004162337,0.0003489894,0.001054689,0.00009262966],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008550566,0.00005826338,0.0006069007,0.0001313988,0.00004480802,0.0001341791,0.00006267092,0.001206685,0.007611652,0.006787842,0.4004128,0.5828573],"study_design_scores_gemma":[0.000009219131,0.00003429739,0.001351267,0.00004769706,0.0000378302,0.0001332359,0.00005893138,0.006728645,0.002525126,0.004094698,0.9849613,0.00001783023],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01147439,0.01311181,0.354424,0.01307051,0.03995594,0.0003355572,0.003169418,0.01268062,0.5517778],"genre_scores_gemma":[0.04763747,0.01150726,0.05368337,0.001875212,0.003236114,0.0002066552,0.005695856,0.001188165,0.87497],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9393629,"threshold_uncertainty_score":0.2028511,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01884777917475925,"score_gpt":0.202484255294493,"score_spread":0.1836364761197338,"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."}}