{"id":"W1940224074","doi":"10.5858/2002-126-0405-specp","title":"Surgical Pathology Extradepartmental Consultation Practices","year":2002,"lang":"en","type":"article","venue":"Archives of Pathology & Laboratory Medicine","topic":"Clinical Laboratory Practices and Quality Control","field":"Medicine","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Turnaround time; Medicine; Patient satisfaction; Family medicine; Surgery; General surgery","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":[],"consensus_categories":[],"category_scores_codex":[0.002001975,0.0002446551,0.0001869525,0.001076746,0.00109073,0.0008888656,0.0008466722,0.0005123729,0.01636782],"category_scores_gemma":[0.01374983,0.0002978193,0.0002196317,0.001501977,0.0006734187,0.0005248599,0.00203944,0.0004118236,0.002207821],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001249568,"about_ca_system_score_gemma":0.00157168,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00388076,"about_ca_topic_score_gemma":0.008198073,"domain_scores_codex":[0.995506,0.001905022,0.0003791276,0.0008032433,0.0008426005,0.0005639005],"domain_scores_gemma":[0.9702966,0.009108201,0.01141383,0.00142722,0.002556521,0.005197728],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001777242,0.0001278101,0.9191599,0.0002819256,0.00003713557,0.002534869,0.004941217,0.0003373901,0.003252772,0.0001621211,0.004126995,0.06486017],"study_design_scores_gemma":[0.00003479635,0.0005555371,0.9506379,0.0002100869,0.00003948211,0.01783373,0.01290235,0.0009207551,0.001586944,0.0002157988,0.01501566,0.00004687731],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9897262,0.0009189273,0.001152286,0.0006211468,0.00002019675,0.0000547922,0.0002628942,0.0001205895,0.007122899],"genre_scores_gemma":[0.9954889,0.0006777908,0.001509248,0.0003455114,0.00004019308,0.00004741642,0.0002519691,0.00002130632,0.001617582],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01636782,"threshold_uncertainty_score":0.05475581,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07008728417638418,"score_gpt":0.382600959512063,"score_spread":0.3125136753356789,"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."}}