{"id":"W6931586046","doi":"10.5281/zenodo.8419804","title":"Results of the ISMRM 2020 joint Reproducible Research &amp; Quantitative MR study groups reproducibility challenge on phantom and human brain T<sub>1</sub> mapping","year":2023,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"ECG Monitoring and Analysis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Philips (Canada); McGill University Health Centre; University of British Columbia; McGill University; Polytechnique Montréal","funders":"","keywords":"Reproducibility; Imaging phantom; Human brain; Joint (building); Brain tissue","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"],"consensus_categories":[],"category_scores_codex":[0.05453556,0.002540148,0.001317365,0.002238324,0.001849731,0.003772101,0.003021487,0.003304806,0.01955162],"category_scores_gemma":[0.04394663,0.0009675518,0.001478579,0.001278896,0.001536178,0.001420112,0.0041354,0.001896029,0.01672855],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001742441,"about_ca_system_score_gemma":0.003402464,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004066042,"about_ca_topic_score_gemma":0.005984983,"domain_scores_codex":[0.9844231,0.006975653,0.00081092,0.001510245,0.005700832,0.000579233],"domain_scores_gemma":[0.952823,0.01618758,0.001574301,0.008863376,0.01764587,0.002905893],"domain_codex":null,"domain_gemma":"reproducibility","domain_candidate":"reproducibility","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.008559477,0.002142711,0.008444699,0.00367361,0.0008705233,0.00144194,0.003123803,0.01168881,0.182804,0.01205478,0.542823,0.2223727],"study_design_scores_gemma":[0.001734599,0.005043624,0.03315058,0.000836122,0.001232175,0.004214386,0.001060689,0.02307718,0.3334534,0.01496263,0.5806717,0.0005629106],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1150147,0.007652942,0.6260313,0.01719802,0.006129065,0.005494868,0.08284075,0.02808095,0.1115573],"genre_scores_gemma":[0.2808295,0.00286196,0.4296606,0.008344814,0.001712027,0.009228548,0.1203852,0.04323138,0.1037459],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9454644,"threshold_uncertainty_score":0.2884151,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1608326552641584,"score_gpt":0.3513682690917156,"score_spread":0.1905356138275572,"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."}}