{"id":"W4294026051","doi":"10.3899/jrheum.220666","title":"Desk Rejections: Not Without Due Deliberation","year":2022,"lang":"en","type":"letter","venue":"The Journal of Rheumatology","topic":"Clinical Reasoning and Diagnostic Skills","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Arthritis Research Centre of Canada","funders":"","keywords":"Desk; Deliberation; Medicine; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.03061571,0.0009283774,0.001356352,0.0008480804,0.006471803,0.009739842,0.002104454,0.03221998,0.00682189],"category_scores_gemma":[0.2783366,0.0006787071,0.001399586,0.0006367611,0.01062157,0.01072185,0.003778672,0.05068545,0.006749441],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004764524,"about_ca_system_score_gemma":0.007962571,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001203034,"about_ca_topic_score_gemma":0.001858147,"domain_scores_codex":[0.9607695,0.01961615,0.003666102,0.002239739,0.01089133,0.002817152],"domain_scores_gemma":[0.8635658,0.07472312,0.01180007,0.006944764,0.02669767,0.01626863],"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":[0.00007455248,0.00003887241,0.0009693741,0.0001161727,0.00004534878,0.004091681,0.001201515,0.00004414351,0.0002350521,0.006675166,0.9726335,0.0138747],"study_design_scores_gemma":[0.0001084781,0.00008383281,0.001238491,0.0008911021,0.00004181214,0.011539,0.003697082,0.0003698999,0.0004342311,0.02429662,0.9571545,0.00014492],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0006294522,0.001830508,0.0003817444,0.9483929,0.04620144,0.00001534266,0.00001356474,0.00006243857,0.002472599],"genre_scores_gemma":[0.01658131,0.001429903,0.000788515,0.9001244,0.07751068,0.00004329103,0.00001560553,0.00009016389,0.003416187],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9693843,"threshold_uncertainty_score":0.1619132,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03059017520692151,"score_gpt":0.319206104073742,"score_spread":0.2886159288668205,"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."}}