{"id":"W2981797703","doi":"10.7759/cureus.5971","title":"Decay of Competence with Extended Research Absences During Residency Training: A Scoping Review","year":2019,"lang":"en","type":"review","venue":"Cureus","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Janeway Children's Health and Rehabilitation Centre; University of Toronto; Memorial University of Newfoundland","funders":"","keywords":"Competence (human resources); Medical education; Medicine; Curriculum; Perception; MEDLINE; Psychology; Pedagogy; Social psychology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.006189193,0.0003757558,0.003494542,0.0003561905,0.0001269871,0.00001974781,0.0005575285,0.0003103799,0.0004876622],"category_scores_gemma":[0.03055101,0.0002271426,0.0002911491,0.001237073,0.0004992615,0.0001129566,0.0001580308,0.001841136,0.0001456447],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003596235,"about_ca_system_score_gemma":0.05335623,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009085143,"about_ca_topic_score_gemma":0.00005534138,"domain_scores_codex":[0.9930392,0.0007738012,0.001228754,0.0006748007,0.002572754,0.001710725],"domain_scores_gemma":[0.9923038,0.001986372,0.000445015,0.001152207,0.0006892352,0.00342332],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00003636478,0.00005522842,0.00000442177,0.6518118,0.0000670173,0.0002410662,0.0001014328,8.529365e-9,0.000002218555,0.00008021334,0.0008873226,0.3467129],"study_design_scores_gemma":[0.0003824458,0.0008509344,0.00002026411,0.8035156,0.0002813016,0.0003469084,0.00007021816,3.43535e-7,0.000005822491,0.00001070449,0.1943497,0.0001658057],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001459461,0.9863636,0.000005482503,0.0008961955,0.0001023979,0.005416206,0.00001133637,0.00003489744,0.007155226],"genre_scores_gemma":[0.00002914677,0.99778,0.0004714981,0.0002267592,0.0002568238,0.0002409377,0.00002923385,0.0000617257,0.0009039246],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.346547,"threshold_uncertainty_score":0.9776151,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7072248961107552,"score_gpt":0.6157512708621633,"score_spread":0.09147362524859193,"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."}}