{"id":"W4295942208","doi":"10.1158/1557-3265.sarcomas22-ia001","title":"Abstract IA001: An overview of applying discovery science to care for patients in need: working together to advance our understanding and treatment of sarcomas","year":2022,"lang":"en","type":"article","venue":"Clinical Cancer Research","topic":"Sarcoma Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Malignancy; GiST; Medicine; Sarcoma; Immunotherapy; Clear-cell sarcoma; Bioinformatics; Stromal cell; Pathology; Cancer; Biology; Internal medicine","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":[0.01013483,0.00128945,0.001276925,0.005110712,0.0009817432,0.005839139,0.001902414,0.004969415,0.009490239],"category_scores_gemma":[0.01351403,0.000637364,0.001825872,0.003470182,0.001785396,0.00599217,0.005949876,0.009651775,0.005438385],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003901855,"about_ca_system_score_gemma":0.008046452,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001886277,"about_ca_topic_score_gemma":0.002895067,"domain_scores_codex":[0.9960628,0.001822519,0.0005302284,0.0003067217,0.000949415,0.0003282751],"domain_scores_gemma":[0.9909188,0.004423348,0.0005985891,0.0003279067,0.001926234,0.00180515],"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":[0.00008546637,0.0001310076,0.0004575346,0.004484013,0.00009595057,0.0002122743,0.0002301368,0.0003909877,0.0004473038,0.01568468,0.1749839,0.8027967],"study_design_scores_gemma":[0.00003513607,0.000169878,0.0007134535,0.01066589,0.00007019495,0.0006614744,0.0002043279,0.000267946,0.0001950603,0.01328879,0.9736854,0.00004252702],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"commentary","genre_scores_codex":[0.0006726833,0.8569903,0.008138433,0.09733919,0.01060381,0.0002128181,0.000213695,0.000531979,0.02529713],"genre_scores_gemma":[0.004293855,0.9394462,0.01262459,0.0284535,0.008222342,0.0002783978,0.0004115743,0.0001394672,0.006130083],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.01013483,"threshold_uncertainty_score":0.05359876,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4855192293999712,"score_gpt":0.5612200227417874,"score_spread":0.07570079334181617,"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."}}