{"id":"W2010895780","doi":"10.1097/pap.0b013e31826661b7","title":"Directed Peer Review in Surgical Pathology","year":2012,"lang":"en","type":"review","venue":"Advances in Anatomic Pathology","topic":"Clinical Laboratory Practices and Quality Control","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Computer science; Quality assurance; Surgical pathology; Root cause analysis; Medicine; Medical physics; Pathology; Reliability engineering","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":[0.01489973,0.0009181209,0.001463383,0.005904418,0.001190011,0.003784674,0.002929658,0.003942033,0.006823732],"category_scores_gemma":[0.04492747,0.0006676373,0.0009068586,0.006719955,0.004619,0.005548175,0.00259279,0.004304159,0.005103776],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002692566,"about_ca_system_score_gemma":0.009712644,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002712432,"about_ca_topic_score_gemma":0.004526433,"domain_scores_codex":[0.9806503,0.008208757,0.002440421,0.001355503,0.006949323,0.000395737],"domain_scores_gemma":[0.933164,0.04124274,0.006281502,0.002530406,0.01504537,0.001735978],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003480748,0.00004621729,0.0005720102,0.0210319,0.00007862605,0.0003047569,0.0004268614,0.0001780503,0.0003080067,0.0068639,0.077434,0.8927209],"study_design_scores_gemma":[0.0000227983,0.00007377716,0.002048675,0.01729581,0.00006806484,0.003232127,0.000385629,0.0001130068,0.0003920045,0.007080064,0.9692454,0.00004260141],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001890259,0.9876683,0.001484469,0.003294347,0.001964356,0.00006530242,0.00001664481,0.00003566068,0.005281847],"genre_scores_gemma":[0.004067675,0.9865574,0.003051923,0.001852075,0.002044463,0.00008483948,0.00005071644,0.00001932063,0.002271692],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9851003,"threshold_uncertainty_score":0.07879823,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1082981439643878,"score_gpt":0.4900592109048287,"score_spread":0.3817610669404409,"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."}}