{"id":"W4318484014","doi":"10.3390/rs15030747","title":"Remote Sensing Applications to Climate Change","year":2023,"lang":"en","type":"article","venue":"Remote Sensing","topic":"Climate variability and models","field":"Environmental Science","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Prince Edward Island","funders":"","keywords":"Climate change; Climate system; Remote sensing; Environmental science; Earth system science; Computer science; Environmental resource management; Climatology; Geography; Geology; Oceanography","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":[0.001021436,0.0006606599,0.0003213269,0.001671238,0.0005645197,0.00142891,0.0007259453,0.0009597203,0.02188959],"category_scores_gemma":[0.002523159,0.0001888446,0.0004491724,0.002743069,0.0004649424,0.0009529722,0.00128351,0.000843127,0.004870181],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004427274,"about_ca_system_score_gemma":0.0005330199,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00419116,"about_ca_topic_score_gemma":0.004257026,"domain_scores_codex":[0.9995773,0.0001462428,0.0000180273,0.00006773127,0.0001589279,0.00003177363],"domain_scores_gemma":[0.9991202,0.0004010915,0.00005450646,0.0001684124,0.0002133766,0.00004231024],"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":[0.000138467,0.0001428442,0.005106268,0.0008081354,0.000131922,0.0005755952,0.000491616,0.02189753,0.01365148,0.06316314,0.1505561,0.7433369],"study_design_scores_gemma":[0.00006562069,0.00006646586,0.005933729,0.0002862666,0.00007424007,0.0005016797,0.0003748993,0.05973624,0.005882243,0.1193185,0.8076928,0.00006723651],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.0383912,0.05488178,0.3491909,0.03390487,0.006594682,0.0007733856,0.01580736,0.01854926,0.4819066],"genre_scores_gemma":[0.6310256,0.04780763,0.2436725,0.007075469,0.006704199,0.0005427937,0.01009109,0.001117695,0.05196299],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.02188959,"threshold_uncertainty_score":0.073228,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05852247672684284,"score_gpt":0.2936179901345701,"score_spread":0.2350955134077272,"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."}}