{"id":"W4297964741","doi":"10.1111/cts.13372","title":"Liquid biopsy‐based targeted gene screening highlights tumor cell subtypes in patients with advanced prostate cancer","year":2022,"lang":"en","type":"article","venue":"Clinical and Translational Science","topic":"Prostate Cancer Treatment and Research","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Jewish General Hospital; McGill University; McGill University Health Centre","funders":"Canadian Institutes of Health Research; Prostate Cancer Canada","keywords":"Prostate cancer; Prostate; Gene; Biology; Gene signature; Cancer research; Transcriptome; Gene expression; Medicine; Cancer; Internal medicine; Genetics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002586811,0.0001762574,0.0003537104,0.0006478658,0.0002037401,0.0005364037,0.0001586848,0.0003100398,0.0006887331],"category_scores_gemma":[0.0007724764,0.0001290475,0.0001407169,0.0006746877,0.0002021254,0.0002310493,0.000243841,0.0003429987,0.0001738721],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001550872,"about_ca_system_score_gemma":0.000116122,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009846508,"about_ca_topic_score_gemma":0.001855568,"domain_scores_codex":[0.9997233,0.00005903448,0.00002008459,0.00008416457,0.00007985293,0.00003358804],"domain_scores_gemma":[0.999612,0.0001380924,0.0001288057,0.00002053414,0.00004415698,0.00005639308],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006648318,0.00003839785,0.9686024,0.0000259562,0.00004705604,0.0002417768,0.00008079301,0.0002458479,0.01980764,0.00003512718,0.000139521,0.01007066],"study_design_scores_gemma":[0.000006604279,0.0002004851,0.9953549,0.000004546025,0.00003268749,0.0008496926,0.0001261251,0.0009450032,0.002138097,0.00007752496,0.0002588055,0.000005648708],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987248,0.0005121722,0.000292015,0.00002886951,0.000002756394,0.000005024353,0.0001534709,0.00001421131,0.0002666386],"genre_scores_gemma":[0.9993468,0.0001392366,0.0001917409,0.00003215449,0.000006776833,0.000003980754,0.0001885146,0.000002122587,0.00008859827],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009846508,"threshold_uncertainty_score":0.002304018,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0262907122180303,"score_gpt":0.3316381146917241,"score_spread":0.3053474024736937,"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."}}