{"id":"W3090890949","doi":"10.5858/arpa.2020-0438-ed","title":"Transforming Clinical Pathways","year":2020,"lang":"en","type":"article","venue":"Archives of Pathology & Laboratory Medicine","topic":"Clinical Laboratory Practices and Quality Control","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Biology; Medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001354745,0.0002420239,0.001281805,0.00009548361,0.00006461241,0.000003060405,0.0002132268,0.000198178,0.0003391234],"category_scores_gemma":[0.005758911,0.0001838075,0.0002210853,0.0003932079,0.00135945,0.0001117042,0.00005418071,0.0008240917,0.0000419822],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007135549,"about_ca_system_score_gemma":0.0004268511,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004616903,"about_ca_topic_score_gemma":0.000004456554,"domain_scores_codex":[0.9966213,0.0006967943,0.001500884,0.0005383806,0.00031204,0.0003306797],"domain_scores_gemma":[0.9956587,0.002577172,0.0004480934,0.0004685938,0.0001845522,0.0006629073],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00792238,0.001345494,0.1652627,0.001080267,0.0007011538,0.004402105,0.01261175,0.000004280467,0.6706108,0.02759699,0.003585726,0.1048764],"study_design_scores_gemma":[0.04917052,0.03164613,0.2175746,0.001328152,0.003267118,0.0002934562,0.007394225,0.001381138,0.01549791,0.002671714,0.6685421,0.001232978],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9307039,0.002501996,0.003458274,0.05306704,0.0004712987,0.0006623213,0.0001246808,0.0001556347,0.008854852],"genre_scores_gemma":[0.9688073,0.000822145,0.002402547,0.02668262,0.001171176,0.00001217847,0.00003532009,0.00003447012,0.00003220599],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6649563,"threshold_uncertainty_score":0.7495452,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1095054735541773,"score_gpt":0.3957061929057946,"score_spread":0.2862007193516173,"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."}}