{"id":"W4224434558","doi":"10.1016/j.diii.2022.04.001","title":"Peer reviewing: A not so lengthy process","year":2022,"lang":"en","type":"editorial","venue":"Diagnostic and Interventional Imaging","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; Hamilton General Hospital","funders":"","keywords":"Medicine; Process (computing); Peer review; Intensive care medicine; Medical physics; Law","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":[0.08071636,0.005576326,0.01089157,0.0148439,0.00808931,0.02061087,0.005671449,0.01954537,0.04129427],"category_scores_gemma":[0.3317016,0.002772497,0.004888954,0.006356911,0.00580314,0.00782629,0.004723812,0.01859499,0.05458295],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005573909,"about_ca_system_score_gemma":0.01720622,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002451681,"about_ca_topic_score_gemma":0.009726987,"domain_scores_codex":[0.9007091,0.03023063,0.01377982,0.004608007,0.04834046,0.002332077],"domain_scores_gemma":[0.4865368,0.1280173,0.02826993,0.02516911,0.3053698,0.02663716],"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":[0.00003218298,0.000009513561,0.0000177795,0.000406615,0.00004219703,0.00007417034,0.00002452596,0.00001320122,0.00006076587,0.0002082906,0.9936853,0.005425497],"study_design_scores_gemma":[0.0002766966,0.00004740316,0.0002923368,0.001678072,0.000195221,0.0002866377,0.0001147806,0.0002978222,0.0001683262,0.003013824,0.9935653,0.00006356082],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.000043245,0.003902528,0.001323188,0.04594858,0.9458351,0.000209076,0.000112056,0.0003047107,0.002321489],"genre_scores_gemma":[0.0009346292,0.004443693,0.002589553,0.02793112,0.9452943,0.0003644993,0.0001634126,0.0004223891,0.01785642],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.9192836,"threshold_uncertainty_score":0.426874,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4270288491287076,"score_gpt":0.5212779597098858,"score_spread":0.09424911058117813,"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."}}