{"id":"W3167578264","doi":"10.1109/mgrs.2021.3078373","title":"A Special Issue on Recent Progress in Developing Artificial Intelligence and Machine Learning Methodologies [From the Guest Editors]","year":2021,"lang":"en","type":"article","venue":"IEEE Geoscience and Remote Sensing Magazine","topic":"Big Data and Business Intelligence","field":"Business, Management and Accounting","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lakehead University","funders":"","keywords":"Special section; Focus (optics); Computer science; Artificial intelligence; Cognitive science; Engineering; Engineering physics; Psychology; Physics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000952733,0.0002350564,0.0002608427,0.0001483263,0.0004614703,0.0006826803,0.0002256528,0.00009540348,0.00004024169],"category_scores_gemma":[0.001033809,0.0001665811,0.00002586036,0.001124576,0.0005102817,0.0005105483,0.0003183939,0.0003727126,0.00008587146],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002641711,"about_ca_system_score_gemma":0.00005627273,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005587069,"about_ca_topic_score_gemma":0.001627396,"domain_scores_codex":[0.9982142,0.00007615667,0.0003481369,0.0006310439,0.0003323098,0.0003981056],"domain_scores_gemma":[0.999034,0.0003328923,0.0001618852,0.0002406792,0.0002111556,0.00001932678],"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":[0.0000438341,0.00001514291,0.0006772563,0.00003416028,0.000004767339,0.00008806449,0.0001485667,0.00002239844,0.0004332181,0.0003324441,0.001983243,0.9962169],"study_design_scores_gemma":[0.0001054956,0.0000245098,0.009693604,0.0005738297,0.00003107679,0.0000480277,0.0006849834,0.03590241,0.004232901,0.006560201,0.941659,0.0004839416],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"editorial","genre_scores_codex":[0.5046858,0.005357661,0.188016,0.1769642,0.1087993,0.001716232,0.00004396528,0.0007337428,0.01368322],"genre_scores_gemma":[0.1803885,0.01706454,0.2338174,0.02205088,0.5439914,0.000003682306,0.0003569729,0.0002149454,0.002111668],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.995733,"threshold_uncertainty_score":0.679298,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1327475636162173,"score_gpt":0.3264511156478004,"score_spread":0.1937035520315831,"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."}}