{"id":"W7093122279","doi":"","title":"P169 | REAL-WORLD MINIMAL RESIDUAL DISEASE ANALYSIS IN TRANSPLANT-INELIGIBLE MULTIPLE MYELOMA PATIENTS TREATED WITH DARA-VMP VS. DARA-RD IN THE RANDOMIZED PHASE IV REAL MM TRIAL","year":2025,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Technology's Impact on Media","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lakeshore General Hospital","funders":"","keywords":"Multiple myeloma; Randomized controlled trial; Randomization; Clinical endpoint; Population; Clinical trial; Intention-to-treat analysis; Phases of clinical research","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":[0.005941779,0.001372218,0.002733087,0.0002044685,0.0003197509,0.002389502,0.000932158,0.001492098,0.01046305],"category_scores_gemma":[0.004798019,0.0004064107,0.004266366,0.0003924436,0.0008760259,0.001257986,0.0006603666,0.003361406,0.0008872024],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007921472,"about_ca_system_score_gemma":0.000934005,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004133695,"about_ca_topic_score_gemma":0.0009674159,"domain_scores_codex":[0.9973139,0.002051954,0.0001284164,0.0002615274,0.00009659108,0.0001476438],"domain_scores_gemma":[0.997314,0.001172409,0.0006506721,0.0002230455,0.000108717,0.0005310869],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.9676173,0.001343363,0.002764523,0.00131716,0.004431614,0.00006397461,0.00004460227,0.0008751013,0.0008415944,0.0005615473,0.006137415,0.01400182],"study_design_scores_gemma":[0.9536464,0.02898771,0.007201963,0.000251995,0.002607906,0.00009640752,0.00004252963,0.001376422,0.0002551459,0.00142159,0.004078657,0.00003344148],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9207593,0.02950651,0.002432039,0.01387224,0.003694702,0.006532081,0.01260458,0.0003211871,0.01027722],"genre_scores_gemma":[0.9727323,0.002807802,0.002750271,0.003582099,0.001841864,0.005640482,0.006850212,0.00005650083,0.003738481],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01046305,"threshold_uncertainty_score":0.03500241,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2057244794090881,"score_gpt":0.5633617300026977,"score_spread":0.3576372505936097,"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."}}