{"id":"W4403500021","doi":"10.1002/mrm.30348","title":"Code review facility in Magnetic Resonance in Medicine","year":2024,"lang":"en","type":"editorial","venue":"Magnetic Resonance in Medicine","topic":"Advanced MRI Techniques and Applications","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal; Montreal Heart Institute","funders":"","keywords":"Code (set theory); Nuclear magnetic resonance; Magnetic resonance imaging; Computer science; Medicine; Physics; Programming language; Radiology","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.05961727,0.001826165,0.00294261,0.008232562,0.00402632,0.011124,0.006236889,0.006078481,0.3549008],"category_scores_gemma":[0.3253358,0.001674877,0.002045653,0.005290754,0.005238513,0.006977999,0.01095083,0.007378276,0.3563792],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005558561,"about_ca_system_score_gemma":0.02673994,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001672839,"about_ca_topic_score_gemma":0.002243072,"domain_scores_codex":[0.9216428,0.03786559,0.01180539,0.007014474,0.01891405,0.002757773],"domain_scores_gemma":[0.5915837,0.1103437,0.03467533,0.07529356,0.1661323,0.02197153],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003670575,0.00004089025,0.000460244,0.002198358,0.00005268735,0.0002771559,0.0005282367,0.0001476038,0.001304259,0.01262327,0.8405016,0.1414987],"study_design_scores_gemma":[0.00008525539,0.00005217929,0.0003908782,0.001087219,0.00001942039,0.000418049,0.00008838651,0.0003739747,0.001237335,0.005846908,0.9903525,0.00004795795],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"editorial","genre_scores_codex":[0.002754233,0.01061796,0.4166827,0.1026508,0.08290648,0.01402113,0.02577151,0.152162,0.1924332],"genre_scores_gemma":[0.04452319,0.01133634,0.4099384,0.07472688,0.03023083,0.02862773,0.02707689,0.07508941,0.2984503],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.9403827,"threshold_uncertainty_score":0.9201556,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02549398430422638,"score_gpt":0.3647632745032843,"score_spread":0.3392692901990579,"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."}}