{"id":"W3208788498","doi":"10.1007/978-3-030-82052-7_8","title":"Laboratory/Pathology Services and Blood Bank","year":2021,"lang":"en","type":"book-chapter","venue":"","topic":"Cancer Genomics and Diagnostics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Infection and Immunity","funders":"","keywords":"Multidisciplinary approach; Medicine; Biobank; Excellence; Timeline; Cancer; Medical physics; Clinical trial; Intensive care medicine; Pathology; Bioinformatics; Political science; Internal medicine","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006774121,0.0005833691,0.0003537133,0.001534715,0.0008764701,0.002925967,0.0009385684,0.001141514,0.4142892],"category_scores_gemma":[0.002110171,0.0002846126,0.00020774,0.001754979,0.0003381496,0.00168804,0.00138551,0.00140744,0.342133],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001317869,"about_ca_system_score_gemma":0.002058444,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002370955,"about_ca_topic_score_gemma":0.004113319,"domain_scores_codex":[0.9994193,0.00009649545,0.0000366814,0.00009716995,0.0003033813,0.00004705477],"domain_scores_gemma":[0.9986644,0.0003472164,0.00007173557,0.0001056396,0.0005327115,0.0002781901],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000008494241,0.00001265345,0.00007868429,0.00009248889,5.597875e-7,0.00006943288,0.0000476674,0.00003435335,0.0002326264,0.006562747,0.900687,0.09217323],"study_design_scores_gemma":[0.000001125331,0.000001988815,0.00005148412,0.00002848689,2.36366e-7,0.000100396,0.000008827218,0.00001629041,0.00006051745,0.0004902192,0.9992392,0.000001293516],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0004064334,0.007119414,0.003103517,0.008095372,0.003277436,0.0001776147,0.003570776,0.001616338,0.9726332],"genre_scores_gemma":[0.002073927,0.004205133,0.003076755,0.002883236,0.0009191159,0.00006767445,0.002130681,0.0003614314,0.9842821],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4142892,"threshold_uncertainty_score":0.8354453,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004902235051591024,"score_gpt":0.2020349891016378,"score_spread":0.1971327540500468,"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."}}