{"id":"W2097609048","doi":"10.1002/2015rs005774","title":"In Memoriam: Professor Joshua Le‐Wei Li","year":2015,"lang":"en","type":"article","venue":"Radio Science","topic":"Electromagnetic Scattering and Analysis","field":"Physics and Astronomy","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"University of Electronic Science and Technology of China; Monash University","keywords":"China; Library science; Xuzhou; Engineering physics; Engineering; Management; Telecommunications; Political science; History; Computer science; Law","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":[0.0005280259,0.00007311756,0.0001144782,0.0001162486,0.00009035763,0.00006553493,0.000337692,0.00001123208,0.00005291178],"category_scores_gemma":[0.00001587244,0.00006511645,0.00003156964,0.0008395125,0.0001604124,0.0002424055,0.00004449891,0.0000898229,0.00006740686],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003665567,"about_ca_system_score_gemma":0.0003280906,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005247046,"about_ca_topic_score_gemma":0.000008771775,"domain_scores_codex":[0.99907,0.00002309041,0.0001170776,0.00024599,0.0002397221,0.0003040873],"domain_scores_gemma":[0.9995565,0.0000145928,0.00003772693,0.0002182608,0.00004662773,0.0001263163],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00006083346,0.001586451,0.3842393,0.00004018956,0.0001105737,0.00005878446,0.01629315,0.002161338,0.2381695,0.1799953,0.1041275,0.07315704],"study_design_scores_gemma":[0.01406493,0.001801094,0.1307665,0.0004229823,0.000244826,0.00006841541,0.01662383,0.1112802,0.3605841,0.2094253,0.1495041,0.005213825],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9772326,0.00006141233,0.0009352191,0.002019136,0.0004947574,0.00006688428,0.000001175554,0.00001879789,0.01917002],"genre_scores_gemma":[0.995586,5.863648e-7,0.0007063203,0.00005690281,0.0003625093,0.00001069091,8.690732e-7,0.000004460394,0.003271628],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2534729,"threshold_uncertainty_score":0.2655372,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01397103059911575,"score_gpt":0.2714548936583709,"score_spread":0.2574838630592552,"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."}}