{"id":"W4210568948","doi":"10.1149/2.009213if","title":"241st ECS Meeting Program- Vancouver, Canada (May 29-June 2, 2022)","year":2021,"lang":"en","type":"article","venue":"The Electrochemical Society Interface","topic":"Esophageal Cancer Research and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Aeronautics; Engineering; Library science; Operations research; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001650444,0.0002110753,0.0002897664,0.000005627713,0.0001808946,0.00003279889,0.0002008804,0.00009013018,0.0003259676],"category_scores_gemma":[0.0001505995,0.0001446302,0.0002349156,0.0003620797,0.0001121562,0.00003174398,0.0001465341,0.0007764599,0.00001436962],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001109974,"about_ca_system_score_gemma":0.001171599,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01816153,"about_ca_topic_score_gemma":0.07437368,"domain_scores_codex":[0.9979901,0.00005246539,0.0002203744,0.0003649892,0.0006110923,0.0007610106],"domain_scores_gemma":[0.9989382,0.0001529885,0.00005628386,0.00038085,0.0002018339,0.0002698528],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002978399,0.0005239685,0.001196598,0.0001793944,0.0009263993,0.0001444176,0.0004164664,0.000005480626,0.4387516,0.00003203538,0.5540491,0.003476763],"study_design_scores_gemma":[0.0009750207,0.0002301304,0.00005732044,0.00007623784,0.00009429704,0.00006059087,0.000494951,0.000237992,0.936556,0.00008836889,0.0609955,0.000133537],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7560723,0.1355738,0.001190857,0.0784893,0.001737355,0.003144451,0.00005703517,0.0006985075,0.02303642],"genre_scores_gemma":[0.9798319,0.000539888,0.001368251,0.001198449,0.000289615,0.0001192098,0.00003936685,0.00003485883,0.01657843],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4978045,"threshold_uncertainty_score":0.9883766,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0101724534941241,"score_gpt":0.2910464773215145,"score_spread":0.2808740238273904,"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."}}