{"id":"W3180213695","doi":"10.18103/mra.v9i7.2452","title":"Randomized Controlled Trials versus Single Cohort Studies in Relapse Refractory Multiple Myeloma","year":2021,"lang":"en","type":"article","venue":"Medical Research Archives","topic":"Multiple Myeloma Research and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; McGill University","funders":"Janssen Canada","keywords":"Medicine; Randomized controlled trial; Refractory (planetary science); Internal medicine; Multiple myeloma; Cohort; Demographics; Gold standard (test)","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.02733189,0.0003647457,0.005505865,0.0009457907,0.0002560185,0.00006613216,0.0003246668,0.0002200633,0.001480397],"category_scores_gemma":[0.6120319,0.0002212114,0.001088117,0.0007344947,0.002731271,0.0001103123,0.0005179365,0.001811745,0.0001682163],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003190413,"about_ca_system_score_gemma":0.00213255,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001441109,"about_ca_topic_score_gemma":0.00043765,"domain_scores_codex":[0.97471,0.01648257,0.001924891,0.0008749545,0.004582793,0.001424807],"domain_scores_gemma":[0.6830315,0.3106571,0.0004239581,0.001612344,0.001171042,0.003104093],"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":[0.874226,0.002872548,0.009811643,0.0002888325,0.007162938,0.01384733,0.0012611,0.000001314549,0.004862978,0.0004028494,0.001753215,0.08350929],"study_design_scores_gemma":[0.977056,0.001083263,0.005864479,0.001447437,0.0002863373,0.00007405856,0.001664906,0.002307356,0.003565691,0.001384957,0.00504115,0.0002243828],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8872955,0.05545883,0.0001664888,0.01010123,0.000846838,0.008295372,0.00003391903,0.0001361558,0.03766561],"genre_scores_gemma":[0.9562732,0.03249171,0.001138169,0.0001198927,0.0005333239,0.002100921,0.0001466319,0.00005149561,0.007144656],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5847,"threshold_uncertainty_score":0.9999827,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2423681309481517,"score_gpt":0.4839909464215107,"score_spread":0.241622815473359,"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."}}