{"id":"W4415708010","doi":"10.1097/01.cot.0000000000000214","title":"An Assortment of Journal Abstracts to Enhance Oncology Care","year":2025,"lang":"en","type":"article","venue":"Oncology Times","topic":"Economic and Financial Impacts of Cancer","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"MEDLINE; Patient care; Primary care; Work (physics); The Internet","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":[0.0005532173,0.0001382356,0.0006552702,0.000308002,0.00009938329,0.000028708,0.0003455926,0.0002550504,0.0006403434],"category_scores_gemma":[0.0001526807,0.0001583699,0.0001068821,0.000144412,0.00008786072,0.0002169277,0.00005363458,0.0002357148,0.0003753492],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009586645,"about_ca_system_score_gemma":0.0005043353,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001195173,"about_ca_topic_score_gemma":0.0002086688,"domain_scores_codex":[0.9984775,0.00002521669,0.0008487627,0.000303036,0.00002118254,0.0003243351],"domain_scores_gemma":[0.9988071,0.00008378272,0.0005635812,0.0002806115,0.0001087232,0.0001561505],"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":[0.0005258283,0.001216893,0.05829566,0.00009771123,0.0004335458,0.00006643926,0.006108798,0.002578216,0.0008274193,0.2288287,0.118047,0.5829738],"study_design_scores_gemma":[0.0005123254,0.001397291,0.06294738,0.00002345889,0.00001522764,0.000008179766,0.0004531032,0.00001904773,0.002349413,0.01335957,0.9187344,0.0001806164],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3646261,0.003611873,0.001285116,0.003380511,0.001628129,0.0002289207,0.00006995098,0.00002033415,0.625149],"genre_scores_gemma":[0.987637,0.0003585921,0.003302697,0.002354614,0.0001973048,0.00002337759,0.000007008735,0.00001340275,0.006106013],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8006874,"threshold_uncertainty_score":0.7011312,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01641251426247663,"score_gpt":0.3210602532858171,"score_spread":0.3046477390233405,"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."}}