{"id":"W2925212278","doi":"10.1213/ane.0000000000004015","title":"Publications by Graduating Residents: Don’t Turn Off the Alarm Clock Yet","year":2019,"lang":"en","type":"letter","venue":"Anesthesia & Analgesia","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Accreditation; Graduate medical education; Medicine; Anesthesiology; Medical education; Family medicine; Anesthesia","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.03264198,0.001120795,0.001642964,0.00367797,0.005089235,0.01852385,0.004089798,0.01720159,0.01323258],"category_scores_gemma":[0.2108939,0.001256091,0.001301511,0.003136802,0.007160615,0.02219863,0.004851062,0.0162716,0.01012288],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005380134,"about_ca_system_score_gemma":0.008283737,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002207165,"about_ca_topic_score_gemma":0.00560473,"domain_scores_codex":[0.9672541,0.006987782,0.004291451,0.003020461,0.01636761,0.002078513],"domain_scores_gemma":[0.7026052,0.109834,0.02959883,0.01038122,0.1090462,0.0385345],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001050785,0.00005037378,0.002131811,0.0006561611,0.00004708725,0.0001204077,0.0008325955,0.00001768409,0.0001625959,0.001604174,0.92438,0.06989209],"study_design_scores_gemma":[0.0001183215,0.0002176327,0.004204287,0.002403968,0.0000716084,0.0004504341,0.002461376,0.0000688786,0.0004116938,0.003857621,0.9856258,0.0001083822],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001586084,0.01487011,0.0004280251,0.7785565,0.2013662,0.00002991343,0.0001095012,0.0002127563,0.002840951],"genre_scores_gemma":[0.01386802,0.02247063,0.001838323,0.6192132,0.3302102,0.0001187631,0.0002188582,0.0004142559,0.01164781],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.967358,"threshold_uncertainty_score":0.1726294,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07065158952357714,"score_gpt":0.3598436774499045,"score_spread":0.2891920879263273,"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."}}