{"id":"W3132119023","doi":"10.5206/uwomj.v89i1.8589","title":"It’s All in the Details","year":2021,"lang":"en","type":"article","venue":"University of Western Ontario Medical Journal","topic":"Molecular Biology Techniques and Applications","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Modalities; Sampling (signal processing); Liquid biopsy; Cancer; Aptamer; Biopsy; Population; Healthcare system; Medicine; Intensive care medicine; Pathology; Health care; Computer science; Biology; Internal medicine; Environmental health","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00168832,0.0006103509,0.0006893293,0.001194192,0.002508158,0.00436923,0.00136438,0.003033579,0.4736561],"category_scores_gemma":[0.01534513,0.0002960604,0.001031958,0.0009275754,0.001035308,0.003761395,0.002193244,0.005231087,0.3154735],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003328681,"about_ca_system_score_gemma":0.008491219,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02314704,"about_ca_topic_score_gemma":0.03655418,"domain_scores_codex":[0.9982722,0.0002268293,0.00008842631,0.0002762454,0.000885014,0.0002512925],"domain_scores_gemma":[0.9906154,0.0007458885,0.0002585154,0.0005623171,0.004996439,0.00282159],"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":[0.000007794424,0.000009192436,0.0001446803,0.00005081047,0.000001737696,0.0000480836,0.00002882561,0.000008690517,0.00005768958,0.000678905,0.9693796,0.029584],"study_design_scores_gemma":[0.000001677859,0.000003678468,0.0001399594,0.00007032836,0.000001656793,0.0001186951,0.0000539433,0.000006855113,0.0000306244,0.0002523963,0.9993161,0.000004018269],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000956611,0.02163401,0.002925489,0.366753,0.1736797,0.0003481394,0.0066279,0.002857201,0.424218],"genre_scores_gemma":[0.007038373,0.0166787,0.0017377,0.1205704,0.02337143,0.0001731587,0.003355845,0.00117271,0.8259016],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4736561,"threshold_uncertainty_score":0.7507657,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0172335996277762,"score_gpt":0.2575152272101144,"score_spread":0.2402816275823382,"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."}}