{"id":"W4400486413","doi":"10.3390/cancers16142505","title":"Point of Care Liquid Biopsy for Cancer Treatment—Early Experience from a Community Center","year":2024,"lang":"en","type":"article","venue":"Cancers","topic":"Cancer Genomics and Diagnostics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; The Scarborough Hospital; University of Toronto; Thermo Fisher Scientific (Canada); William Osler Health System","funders":"Pfizer Canada; Thermo Scientific; Pfizer","keywords":"Liquid biopsy; Medicine; Biopsy; Turnaround time; Point of care; General surgery; Cancer; Medical physics; Radiology; Internal medicine; Pathology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00002184237,0.0001188907,0.0001318967,0.00002165346,0.00005954615,0.00002206458,0.0001338746,0.00007165714,0.00002998659],"category_scores_gemma":[0.00001661173,0.0001100431,0.000119093,0.00004766918,0.00008218726,0.000003143626,0.00004834785,0.00004637249,0.000001286253],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003871699,"about_ca_system_score_gemma":0.000428163,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01011892,"about_ca_topic_score_gemma":0.002677612,"domain_scores_codex":[0.9994515,0.00001731495,0.0001287431,0.0002042158,0.00004424584,0.0001540272],"domain_scores_gemma":[0.9995171,0.0000331002,0.00003466346,0.0002888777,0.0000679663,0.00005827233],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001566579,0.00006566692,0.005317591,0.0002695943,0.0005013873,0.000007786162,0.02193286,0.0007517237,0.9465265,0.0002465162,0.003506284,0.01930746],"study_design_scores_gemma":[0.001007023,0.00180317,0.000806331,0.0001537746,0.00007479528,0.00000202103,0.003355749,0.0001089864,0.7426205,0.00005345199,0.2497395,0.0002746639],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9836543,0.01211161,0.0003668205,0.00005258483,0.000634731,0.0002153931,0.002647471,0.00001029387,0.000306796],"genre_scores_gemma":[0.9967629,0.001943438,0.0002010978,0.0001274457,0.0002832561,0.0002493424,0.0002989152,0.00002325801,0.0001103127],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2462332,"threshold_uncertainty_score":0.9964728,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01759632691840793,"score_gpt":0.2963265976097205,"score_spread":0.2787302706913125,"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."}}