{"id":"W3037871700","doi":"10.2139/ssrn.3406388","title":"Biological Rationale for Circulating Cell-Free DNA Release","year":2019,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Cancer Genomics and Diagnostics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre","funders":"","keywords":"DNA; Computational biology; Chemistry; Biology; Biochemistry","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":[],"consensus_categories":[],"category_scores_codex":[0.002178346,0.0007458932,0.0006367395,0.0006561909,0.0007994332,0.00188847,0.001602158,0.002292673,0.007557323],"category_scores_gemma":[0.003820649,0.0004379646,0.0007920767,0.0002374349,0.002716733,0.001254074,0.001215904,0.002769942,0.002803216],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00128451,"about_ca_system_score_gemma":0.001012483,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000312275,"about_ca_topic_score_gemma":0.0002254993,"domain_scores_codex":[0.9984257,0.0003878803,0.0001121704,0.0005126714,0.0003965553,0.0001650193],"domain_scores_gemma":[0.9981602,0.001053917,0.0001615386,0.0002440398,0.0002339424,0.0001463607],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001608719,0.0004109137,0.002018058,0.001217983,0.0000624375,0.002798681,0.0005072989,0.00187014,0.620532,0.3289999,0.006447516,0.03352626],"study_design_scores_gemma":[0.0006455138,0.002400301,0.002124231,0.0002068699,0.0001442039,0.006260909,0.0002400865,0.008859274,0.8397217,0.0611292,0.0781749,0.000092663],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3121207,0.03303731,0.5026727,0.04985254,0.01241685,0.001538594,0.002005616,0.002244445,0.08411127],"genre_scores_gemma":[0.8897193,0.004402055,0.07406822,0.008096633,0.001524164,0.0007785253,0.0005818026,0.0002057073,0.02062373],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007557323,"threshold_uncertainty_score":0.02528179,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007976053235397577,"score_gpt":0.2236944978576715,"score_spread":0.2157184446222739,"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."}}