{"id":"W4231782463","doi":"10.1109/jstars.2019.2937429","title":"IEEE Geoscience and Remote Sensing Societys","year":2019,"lang":"en","type":"article","venue":"IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian Standards Association","funders":"","keywords":"Remote sensing; Earth science; Computer 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":[0.001128855,0.000973772,0.0005768138,0.002059443,0.0007008901,0.00262547,0.000709614,0.001288152,0.09394999],"category_scores_gemma":[0.002208723,0.0003123006,0.0004165449,0.002141956,0.0005958609,0.001557301,0.001476441,0.001345519,0.08671843],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005410683,"about_ca_system_score_gemma":0.001443739,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006231212,"about_ca_topic_score_gemma":0.005855768,"domain_scores_codex":[0.9992711,0.0001137941,0.00004663948,0.0001041906,0.0004086077,0.00005564826],"domain_scores_gemma":[0.9969417,0.0001717001,0.00007950298,0.0006074346,0.00203072,0.0001688747],"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":[0.00006866175,0.00005423806,0.0006499998,0.0001077992,0.00002315802,0.0001268619,0.00006507934,0.0009411824,0.004730128,0.01006062,0.465782,0.5173903],"study_design_scores_gemma":[0.000006344417,0.00001794886,0.0009051033,0.00003750944,0.00001442794,0.000114137,0.0000523659,0.003390742,0.00138391,0.003715534,0.9903501,0.00001180291],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.008320193,0.01190455,0.1694783,0.01605232,0.03076991,0.0002525373,0.002624579,0.01129344,0.7493042],"genre_scores_gemma":[0.03972907,0.009319729,0.03114847,0.001552662,0.003547739,0.0001372201,0.004361975,0.001006168,0.909197],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.90605,"threshold_uncertainty_score":0.314294,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02076362172441354,"score_gpt":0.2226457013789402,"score_spread":0.2018820796545266,"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."}}