{"id":"W4408848835","doi":"10.1149/2.f03251if","title":"247th ECS Meeting, Montreal, Canada","year":2025,"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":"Political 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":[0.0001053643,0.0001410387,0.0001945246,0.000007069993,0.0001271164,0.00001752062,0.0001948185,0.00006026389,0.00009355687],"category_scores_gemma":[0.00007491052,0.00008813448,0.0001451037,0.0002161966,0.00008762199,0.00001513265,0.00008220402,0.0004358545,0.000009482173],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009042767,"about_ca_system_score_gemma":0.0007173028,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.174682,"about_ca_topic_score_gemma":0.04586156,"domain_scores_codex":[0.998881,0.00002451216,0.0001443301,0.0002170138,0.0002911681,0.0004419425],"domain_scores_gemma":[0.9993622,0.0001276272,0.00002891381,0.0002814074,0.00007722926,0.0001226293],"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":[0.0007061321,0.0002784487,0.004235465,0.000186937,0.001444755,0.00002430316,0.0005477969,0.00001004493,0.2571909,0.0001499368,0.7327221,0.002503144],"study_design_scores_gemma":[0.0009665838,0.0001643511,0.001123621,0.0000877983,0.0001100774,0.00001350546,0.0002186517,0.0004077946,0.982691,0.0003843429,0.01374509,0.00008710399],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7574453,0.06996952,0.002196532,0.08163613,0.0002282639,0.00147593,0.00001989436,0.0002636952,0.08676471],"genre_scores_gemma":[0.9882154,0.0002770827,0.0001594096,0.002297479,0.00007282799,0.00004148083,0.000009203613,0.00001087281,0.008916175],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7255002,"threshold_uncertainty_score":0.971549,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007182942060487182,"score_gpt":0.2835060781717472,"score_spread":0.27632313611126,"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."}}