{"id":"W4402597275","doi":"10.1002/cncr.35564","title":"Clinical benefit and fragility evaluation of systemic therapy trials for advanced soft tissue sarcoma","year":2024,"lang":"en","type":"review","venue":"Cancer","topic":"Sarcoma Diagnosis and Treatment","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kingston Health Sciences Centre; Université Laval; Princess Margaret Cancer Centre; University Health Network; University of Toronto; Queen's University","funders":"","keywords":"Medicine; Systemic therapy; Soft tissue sarcoma; Sarcoma; Soft tissue; Fragility; Clinical trial; Oncology; Intensive care medicine; Surgery; Dermatology; Internal medicine; Pathology; Cancer","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":["metaresearch","metaepi_broad"],"consensus_categories":[],"category_scores_codex":[0.1282701,0.0008128789,0.002377788,0.002624589,0.000397981,0.001928526,0.000828106,0.001053964,0.0035317],"category_scores_gemma":[0.1856102,0.0002557183,0.00401951,0.00266334,0.001440366,0.001907843,0.001383769,0.001237537,0.0002807603],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001384448,"about_ca_system_score_gemma":0.001684273,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002304522,"about_ca_topic_score_gemma":0.0004238573,"domain_scores_codex":[0.8832128,0.09433032,0.01150344,0.002624597,0.007764596,0.0005641615],"domain_scores_gemma":[0.6502624,0.273801,0.06159098,0.005502521,0.006991779,0.001851305],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.2279965,0.0009498532,0.2158695,0.05192232,0.06176747,0.0003463324,0.0005945152,0.008661757,0.003415621,0.00329651,0.004200801,0.4209788],"study_design_scores_gemma":[0.1141344,0.1640018,0.5177659,0.01982826,0.09381353,0.002600031,0.0005627344,0.01494586,0.007443952,0.01678438,0.04772843,0.0003907885],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.6024549,0.3372387,0.01782576,0.005622076,0.0007124842,0.01546498,0.005491527,0.0002647239,0.01492478],"genre_scores_gemma":[0.9777138,0.0101623,0.005862456,0.0007473116,0.0004235022,0.003539061,0.001234645,0.00002103986,0.0002958085],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.9976222,"threshold_uncertainty_score":0.678365,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4269259322716762,"score_gpt":0.5720374120400069,"score_spread":0.1451114797683307,"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."}}