{"id":"W2533472659","doi":"10.3390/rs8100853","title":"In Memorium: Thomas Hilker","year":2016,"lang":"en","type":"article","venue":"Remote Sensing","topic":"Remote Sensing and LiDAR Applications","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Goddard Space Flight Center; University of British Columbia; University of Southampton; Oregon State University; National Aeronautics and Space Administration","keywords":"Geology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.002715676,0.001221557,0.001134409,0.0008141117,0.003123785,0.004399083,0.001654524,0.00753463,0.04707169],"category_scores_gemma":[0.02954767,0.0004930832,0.000881337,0.0003346995,0.001480088,0.0032061,0.002460846,0.0214901,0.04148291],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001889105,"about_ca_system_score_gemma":0.005407703,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005218571,"about_ca_topic_score_gemma":0.007664203,"domain_scores_codex":[0.9980242,0.0003284689,0.0001752516,0.0003985262,0.0008233443,0.0002502055],"domain_scores_gemma":[0.9892671,0.001633277,0.0005223516,0.0003167626,0.005937212,0.002323376],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000007678053,0.000003358332,0.00003227344,0.00001236023,0.000001607337,0.00008714728,0.00002735224,0.000006705436,0.00001871063,0.0001547739,0.9971973,0.00245075],"study_design_scores_gemma":[0.00001069257,0.00001911118,0.0002071084,0.0001466768,0.000006541036,0.0005415379,0.0002655313,0.00003612088,0.00009915794,0.0006968721,0.9979548,0.00001576327],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.0002876911,0.004340137,0.0003292347,0.572476,0.412129,0.00004751209,0.0002393875,0.0002115483,0.009939528],"genre_scores_gemma":[0.005796312,0.007998506,0.0005716247,0.5890616,0.2107,0.0001649262,0.0003401077,0.0003209265,0.1850461],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.04707169,"threshold_uncertainty_score":0.1574705,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01153189077204358,"score_gpt":0.2390156395895176,"score_spread":0.227483748817474,"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."}}