{"id":"W4406091238","doi":"10.58931/cht.2024.3360","title":"Minimal Residual Disease in Myeloma in 2024: Where We are Today","year":2024,"lang":"en","type":"article","venue":"Canadian Hematology Today","topic":"Multiple Myeloma Research and Treatments","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; Capital District Health Authority","funders":"","keywords":"Minimal residual disease; Multiple myeloma; Residual; Disease; Medicine; Computer science; Internal medicine; Algorithm; Bone marrow","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":[0.001656231,0.0003515586,0.000899129,0.001202104,0.001512077,0.003137182,0.0009271079,0.001928995,0.005588568],"category_scores_gemma":[0.003060091,0.0002066702,0.0003513448,0.001646065,0.001581085,0.002436188,0.001796826,0.003517184,0.002148705],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003443943,"about_ca_system_score_gemma":0.005515179,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02958282,"about_ca_topic_score_gemma":0.04598691,"domain_scores_codex":[0.9991393,0.0001690793,0.00009706567,0.0000977216,0.0003209915,0.0001758249],"domain_scores_gemma":[0.9987904,0.0001495061,0.0002394296,0.00006020831,0.0004020172,0.0003584348],"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":[0.0006692699,0.000112395,0.02890633,0.00212135,0.00008059025,0.00478697,0.001506189,0.0001861317,0.004445975,0.02901346,0.3109005,0.6172709],"study_design_scores_gemma":[0.00004420759,0.0001545844,0.02664696,0.002167793,0.00008664841,0.01498374,0.001362658,0.000131658,0.0009876095,0.01184371,0.9415237,0.00006670444],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.02170842,0.7424003,0.003649969,0.1602302,0.01107941,0.0001271897,0.0009164127,0.0003683722,0.05951985],"genre_scores_gemma":[0.3175826,0.4936745,0.01248189,0.0926418,0.02386083,0.0001697882,0.002739175,0.0002769572,0.05657256],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.02958282,"threshold_uncertainty_score":0.05882126,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02206489221781091,"score_gpt":0.2981387095859397,"score_spread":0.2760738173681289,"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."}}