{"id":"W4409624339","doi":"10.1158/1538-7445.am2025-630","title":"Abstract 630: Directly engaging participants in rare cancer research is feasible: the osteosarcoma and leiomyosarcoma projects","year":2025,"lang":"en","type":"article","venue":"Cancer Research","topic":"Cancer Genomics and Diagnostics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Osteosarcoma; Cancer; Leiomyosarcoma; Medicine; Oncology; Internal medicine; Radiology; Cancer research","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.05640673,0.0007697366,0.0004003507,0.0007202221,0.007086822,0.004848177,0.002313926,0.003301492,0.0415744],"category_scores_gemma":[0.04294676,0.0005297127,0.0008248837,0.0005763238,0.003129056,0.002882857,0.02197567,0.005231005,0.009755593],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001981895,"about_ca_system_score_gemma":0.01859092,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002767764,"about_ca_topic_score_gemma":0.008737534,"domain_scores_codex":[0.9625925,0.02969923,0.0005345084,0.001279729,0.00300669,0.002887325],"domain_scores_gemma":[0.8984199,0.02913592,0.002428188,0.004703606,0.009008065,0.0563044],"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":[0.001633424,0.004346578,0.03001477,0.001676378,0.0001367309,0.001136833,0.02546975,0.0003337713,0.00366502,0.01306321,0.5943347,0.3241888],"study_design_scores_gemma":[0.001714194,0.003555768,0.04361952,0.002106451,0.0001799803,0.0009585285,0.04387565,0.001087478,0.004241795,0.01961072,0.878879,0.0001708347],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.3348095,0.005967318,0.03040488,0.3493067,0.01203968,0.01747495,0.01613919,0.003285576,0.2305722],"genre_scores_gemma":[0.5547581,0.005219898,0.1215657,0.106563,0.004407796,0.05226298,0.01560669,0.001789112,0.1378267],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.05640673,"threshold_uncertainty_score":0.2983109,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1309535266252535,"score_gpt":0.4483205963409404,"score_spread":0.3173670697156868,"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."}}