{"id":"W4407987811","doi":"10.1002/mrm.30429","title":"Considerations and recommendations from the <scp>ISMRM</scp> diffusion study group for preclinical diffusion <scp>MRI</scp> : Part 1: In vivo small‐animal imaging","year":2025,"lang":"en","type":"review","venue":"Magnetic Resonance in Medicine","topic":"Advanced Neuroimaging Techniques and Applications","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Polytechnique Montréal; Hotchkiss Brain Institute; Mila - Quebec Artificial Intelligence Institute; Alberta Children's Hospital; Université de Sherbrooke; University of Calgary","funders":"National Cancer Institute; National Institute of Mental Health; National Institute on Aging; Natural Sciences and Engineering Research Council of Canada; HORIZON EUROPE Framework Programme; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; National Institutes of Health; Universiteit Antwerpen; Canada First Research Excellence Fund; Norges Forskningsråd; Fonds Wetenschappelijk Onderzoek; Canadian Institutes of Health Research; National Science Foundation; National Institute of Neurological Disorders and Stroke; Generalitat de Catalunya; National Institute on Drug Abuse; Institut de Valorisation des Données; National Institute of Biomedical Imaging and Bioengineering; Vlaamse regering; European Commission","keywords":"In vivo; Diffusion; Diffusion imaging; Chemistry; Diffusion MRI; Nuclear magnetic resonance; Medicine; Magnetic resonance imaging; Physics; Biology; Radiology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1027976,0.002393882,0.003053138,0.006331861,0.002171091,0.008286859,0.01303619,0.02055335,0.02996487],"category_scores_gemma":[0.2849979,0.001797376,0.004111487,0.005500917,0.00539148,0.01049232,0.006954355,0.01893196,0.06087067],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003190051,"about_ca_system_score_gemma":0.02861235,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0100423,"about_ca_topic_score_gemma":0.01311292,"domain_scores_codex":[0.9365405,0.02923696,0.01032832,0.002628114,0.0193962,0.001869921],"domain_scores_gemma":[0.6185921,0.1519832,0.01947287,0.02467033,0.1643927,0.02088877],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001635989,0.0001145503,0.0002290333,0.002046095,0.00004415378,0.0001713627,0.000243674,0.000365654,0.0008020271,0.003772882,0.9191548,0.07289215],"study_design_scores_gemma":[0.000156421,0.0001281369,0.0007405379,0.009300725,0.0001162761,0.0003937718,0.0004128144,0.0003706044,0.001068505,0.01376585,0.9734147,0.0001316053],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.001393443,0.0592443,0.08302382,0.7366642,0.04556138,0.004198337,0.01110947,0.006585946,0.05221908],"genre_scores_gemma":[0.006676663,0.09667806,0.35124,0.4261957,0.01970235,0.01321681,0.01645855,0.005056467,0.06477537],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.1027976,"threshold_uncertainty_score":0.5436521,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1047554654955158,"score_gpt":0.4054277840331613,"score_spread":0.3006723185376454,"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."}}