{"id":"W2000123976","doi":"10.1503/cjs.002310","title":"Review of the molecular profile and modern prognostic markers for gastric lymphoma: How do they affect clinical practice?","year":2012,"lang":"en","type":"review","venue":"Canadian Journal of Surgery","topic":"Gastric Cancer Management and Outcomes","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Affect (linguistics); Clinical Practice; Lymphoma; Internal medicine; Oncology; Family medicine; Linguistics","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":[],"consensus_categories":[],"category_scores_codex":[0.003877711,0.0003080289,0.002405165,0.0004314443,0.0000576286,0.00004016774,0.0002168464,0.0001699684,0.00002968528],"category_scores_gemma":[0.006780504,0.0001852526,0.001665761,0.0003727812,0.0001164057,0.0001357784,0.00003267149,0.0003477281,0.000001082031],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002267425,"about_ca_system_score_gemma":0.005104745,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007249015,"about_ca_topic_score_gemma":0.00005450187,"domain_scores_codex":[0.9974612,0.0004349137,0.001155261,0.0002009914,0.0003210569,0.0004265768],"domain_scores_gemma":[0.9941769,0.002322003,0.002096012,0.0003771212,0.0003734038,0.000654547],"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":[0.00002162115,0.00002739183,0.005516394,0.08941613,0.0006857091,0.0001397088,0.000007106934,2.007362e-8,1.800458e-8,0.00001472477,0.03189971,0.8722715],"study_design_scores_gemma":[0.0003103815,0.0000815838,0.002120196,0.1084026,0.009468599,0.001401299,0.00001541971,5.677539e-7,4.911765e-8,0.000009994642,0.8780536,0.0001356904],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00006033811,0.9950273,0.00003930571,0.001585342,0.00105029,0.001905397,0.00004511086,0.00000288637,0.000284001],"genre_scores_gemma":[0.0007386282,0.9974467,0.0003748842,0.0007334119,0.0004332183,0.00004661396,0.00001634999,0.00005347167,0.0001567873],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8721358,"threshold_uncertainty_score":0.9055598,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0981080491044866,"score_gpt":0.3567698790068098,"score_spread":0.2586618299023232,"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."}}