{"id":"W2808005657","doi":"10.1016/b978-0-12-410424-2.00007-x","title":"Blood and Lymph","year":2018,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Clinical Laboratory Practices and Quality Control","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Lymph; Medicine; Pathology","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004876402,0.0003095882,0.0007463393,0.00006570821,0.00007040811,0.00004058348,0.00008148424,0.0004547607,0.00179402],"category_scores_gemma":[0.0002024602,0.0002554746,0.0001814201,0.000006682789,0.0002551809,0.00003151488,0.00009092427,0.000431579,0.0004525128],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002131933,"about_ca_system_score_gemma":0.0001904221,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":3.756178e-7,"about_ca_topic_score_gemma":0.000006947706,"domain_scores_codex":[0.9984949,0.00003301399,0.0005222496,0.0004626279,0.0002834678,0.0002036968],"domain_scores_gemma":[0.9983425,0.000284723,0.0003012468,0.0005808373,0.000200225,0.0002905038],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001612639,0.00002897048,0.00006752234,0.0002090276,0.0004796876,0.0001412372,0.00008835616,1.126637e-9,0.00004232093,0.007475591,0.0004412216,0.9908648],"study_design_scores_gemma":[0.001710976,0.0003144096,0.0000953764,0.0005188293,0.001635039,0.00008535329,0.000005870674,0.000001943495,0.00001290066,0.004651715,0.9907052,0.000262418],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0007791303,0.002489751,6.037525e-7,0.0008220195,0.0002297205,0.0004423579,0.00004184357,0.00006174023,0.9951328],"genre_scores_gemma":[0.0007066145,0.0003600971,0.0003339085,0.006533437,0.001497278,0.000009747878,0.00001643109,0.00007271962,0.9904698],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9906024,"threshold_uncertainty_score":0.9999897,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03594823029062535,"score_gpt":0.3177619109254858,"score_spread":0.2818136806348605,"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."}}