{"id":"W4214675731","doi":"10.3390/curroncol29030120","title":"Circulating Tumor DNA in Gastric and Gastroesophageal Junction Cancer","year":2022,"lang":"en","type":"review","venue":"Current Oncology","topic":"Gastric Cancer Management and Outcomes","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Gastroesophageal Junction; Cancer; Cancer research; Circulating tumor DNA; DNA; Bioinformatics; Internal medicine; Computational biology; Genetics; Adenocarcinoma; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003120761,0.0003274483,0.001639332,0.0008792764,0.000068316,0.00001358815,0.0001071413,0.00009228887,0.001066923],"category_scores_gemma":[0.00007037177,0.0002895166,0.0002377371,0.000870131,0.00005280022,0.00004245502,0.0002199715,0.0008672503,0.000008804117],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001609861,"about_ca_system_score_gemma":0.0005708517,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004171683,"about_ca_topic_score_gemma":0.0000388668,"domain_scores_codex":[0.998064,0.0001794447,0.0006090873,0.0005098089,0.0002298515,0.0004077636],"domain_scores_gemma":[0.9991363,0.0001475324,0.0003844294,0.000199934,0.00001636415,0.0001154209],"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":[0.00001633604,0.0001163499,0.006631621,0.007910406,0.00006144158,0.0002854864,0.00003296802,0.000001233274,5.424724e-8,0.00001840863,0.00144255,0.9834831],"study_design_scores_gemma":[0.001147492,0.0002574462,0.003027032,0.001919913,0.00114302,0.000371873,0.00004436242,0.00003041655,1.184601e-8,0.000005404102,0.991907,0.0001460004],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0005354318,0.9944834,0.00002053322,0.00006024521,0.002717759,0.001087956,0.00001294774,0.00004360139,0.001038116],"genre_scores_gemma":[0.0001398335,0.9979613,0.00005445256,0.00006860337,0.0006683292,0.0006357112,0.0001612213,0.00003862142,0.0002718707],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9904644,"threshold_uncertainty_score":0.9999557,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2079127405438636,"score_gpt":0.4520212350714894,"score_spread":0.2441084945276259,"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."}}