{"id":"W4414249218","doi":"10.1002/cncr.70087","title":"Rethinking prestige and dependency in global oncology","year":2025,"lang":"en","type":"article","venue":"Cancer","topic":"Advances in Oncology and Radiotherapy","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia, Okanagan Campus; BC Cancer Agency","funders":"","keywords":"Dependency (UML); Prestige; Cancer; Hierarchy; Global health; Precision oncology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0173551,0.0003925431,0.000496434,0.001801603,0.009157115,0.01283246,0.001410665,0.002815772,0.005642187],"category_scores_gemma":[0.02289724,0.0003796555,0.0004099102,0.001530552,0.05935295,0.01551954,0.01932881,0.008480952,0.0005709246],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01272989,"about_ca_system_score_gemma":0.01602107,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01014031,"about_ca_topic_score_gemma":0.02397123,"domain_scores_codex":[0.9911145,0.004973504,0.0002619384,0.0006166397,0.001517826,0.00151552],"domain_scores_gemma":[0.9869064,0.007372388,0.0009480224,0.0009525533,0.001348221,0.002472414],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004497906,0.00004229492,0.004662585,0.000274248,0.00003475918,0.000321806,0.09602736,0.0005331825,0.0003797649,0.8055529,0.02732252,0.06480366],"study_design_scores_gemma":[0.00002909257,0.00009655754,0.006858265,0.0008517262,0.00003306812,0.0002394745,0.06843653,0.0003543441,0.000549697,0.6000475,0.3224477,0.00005601432],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.1264607,0.01013945,0.01256915,0.5454908,0.002541535,0.00005837105,0.00005974462,0.00009070869,0.3025897],"genre_scores_gemma":[0.9680178,0.002991034,0.001106718,0.02082207,0.0007625202,0.00003597224,0.00001755338,0.00010675,0.006139525],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.0173551,"threshold_uncertainty_score":0.09236228,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01939490140036704,"score_gpt":0.4412729595561352,"score_spread":0.4218780581557681,"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."}}