{"id":"W4399762448","doi":"10.2463/mrms.rev.2023-0174","title":"Reproducible Research Practices in Magnetic Resonance Neuroimaging: A Review Informed by Advanced Language Models","year":2024,"lang":"en","type":"review","venue":"Magnetic Resonance in Medical Sciences","topic":"Radiomics and Machine Learning in Medical Imaging","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal; Montreal Heart Institute","funders":"","keywords":"Medicine; Neuroimaging; Magnetic resonance imaging; Medical physics; Radiology; Psychiatry","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":[0.02167541,0.001373387,0.003157587,0.007132975,0.0005559174,0.003441801,0.002291322,0.002790511,0.003484507],"category_scores_gemma":[0.05312316,0.0008833837,0.001953006,0.006686537,0.002357563,0.005454777,0.002362476,0.002405734,0.001329601],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002163038,"about_ca_system_score_gemma":0.008495443,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002263036,"about_ca_topic_score_gemma":0.00389448,"domain_scores_codex":[0.9909458,0.003942281,0.00213256,0.0009867786,0.001817872,0.0001746061],"domain_scores_gemma":[0.9219021,0.06925271,0.003271075,0.001721375,0.003555574,0.0002972146],"domain_codex":null,"domain_gemma":"reproducibility","domain_candidate":"reproducibility","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006645932,0.00003119949,0.0003979407,0.1219795,0.0006078047,0.0001893918,0.0005126128,0.0009588181,0.0003985011,0.02809906,0.01232552,0.8344331],"study_design_scores_gemma":[0.00006399817,0.0002132284,0.002273894,0.2521594,0.002269104,0.001931629,0.0005608395,0.001054742,0.00103116,0.0553801,0.6828846,0.0001773389],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0000888491,0.9962005,0.001766269,0.001207298,0.0001601989,0.0000175007,0.00003701966,0.00001294269,0.0005094714],"genre_scores_gemma":[0.002197052,0.993863,0.002795392,0.000634917,0.000265432,0.00005912955,0.00006042679,0.00001104156,0.0001136834],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9783246,"threshold_uncertainty_score":0.1146319,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.122022171682651,"score_gpt":0.4878586616619054,"score_spread":0.3658364899792543,"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."}}