{"id":"W4414349247","doi":"10.1158/1538-7445.ovarian25-ia002","title":"Abstract IA002: Full circle: Return of value to ovarian cancer research participants, advocates, and survivors","year":2025,"lang":"en","type":"article","venue":"Cancer Research","topic":"Advances in Oncology and Radiotherapy","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Value (mathematics); Survivorship curve; Literacy; Multidisciplinary approach; Reading (process); Process (computing); Health literacy; Selection (genetic algorithm); Disease","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":[0.04516013,0.0004400063,0.0005288979,0.001092796,0.005947025,0.01147877,0.001889008,0.004045521,0.07196878],"category_scores_gemma":[0.17539,0.0004813573,0.0006496982,0.0009318281,0.00311306,0.005837885,0.01097276,0.005990963,0.02057952],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002822106,"about_ca_system_score_gemma":0.008712776,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001101338,"about_ca_topic_score_gemma":0.001731345,"domain_scores_codex":[0.9658589,0.02469199,0.001363876,0.001116319,0.005337856,0.001631121],"domain_scores_gemma":[0.8254268,0.09015113,0.007876982,0.0157623,0.03633533,0.02444755],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002122307,0.0003269632,0.005080106,0.001158935,0.00002094172,0.0003667969,0.05877331,0.00006059578,0.002957405,0.00931209,0.6806442,0.2410865],"study_design_scores_gemma":[0.00007379685,0.0002691554,0.006501968,0.001482193,0.00003893121,0.0004225647,0.05503515,0.0002711407,0.002728708,0.01002812,0.9230627,0.00008556234],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.09421901,0.002409947,0.0378863,0.5519398,0.02203968,0.004198832,0.002371405,0.005873463,0.2790616],"genre_scores_gemma":[0.5655171,0.004139664,0.09714416,0.1425246,0.007957674,0.01419804,0.0027106,0.005102931,0.1607053],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.07196878,"threshold_uncertainty_score":0.2407596,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1131085710530455,"score_gpt":0.5334351779678682,"score_spread":0.4203266069148227,"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."}}