{"id":"W4403647379","doi":"10.3390/jimaging10110262","title":"MuscleMap: An Open-Source, Community-Supported Consortium for Whole-Body Quantitative MRI of Muscle","year":2024,"lang":"en","type":"review","venue":"Journal of Imaging","topic":"Advanced MRI Techniques and Applications","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; Concordia University","funders":"National Institute of Neurological Disorders and Stroke","keywords":"Open source; Computer science; Physical medicine and rehabilitation; Medicine; Software","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":[0.008262473,0.001823818,0.002163429,0.00533681,0.0004878129,0.002775439,0.005485613,0.002270368,0.01729314],"category_scores_gemma":[0.01156044,0.0006616126,0.001554877,0.004435346,0.0008172391,0.002247198,0.00437024,0.002032043,0.01346658],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006281186,"about_ca_system_score_gemma":0.006113708,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003424015,"about_ca_topic_score_gemma":0.003498212,"domain_scores_codex":[0.9982311,0.0004924315,0.0001623138,0.000248027,0.0007444338,0.0001216553],"domain_scores_gemma":[0.9946899,0.001859687,0.0006447001,0.0005597486,0.001717704,0.0005282478],"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":[0.001256938,0.0001468498,0.001673254,0.02012695,0.00129191,0.0004230539,0.0002662037,0.002288359,0.009361153,0.01234672,0.3253005,0.6255181],"study_design_scores_gemma":[0.0004432229,0.0001547009,0.004605199,0.004229712,0.0005847157,0.0011154,0.00007659574,0.002111018,0.003738595,0.007340219,0.9754719,0.0001285957],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.007782335,0.4991303,0.2488866,0.00869916,0.004931082,0.003668515,0.1162824,0.05848521,0.0521343],"genre_scores_gemma":[0.03842519,0.2861324,0.3855286,0.005791555,0.002213467,0.01109507,0.2250045,0.01629549,0.0295137],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01729314,"threshold_uncertainty_score":0.05785125,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1174310829363947,"score_gpt":0.4768204939986995,"score_spread":0.3593894110623048,"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."}}