{"id":"W4410602000","doi":"10.3390/curroncol32060292","title":"Exploring Cancer Patients’ and Caregivers’ Perspectives and Knowledge Regarding Biomarker Testing in Canada","year":2025,"lang":"en","type":"article","venue":"Current Oncology","topic":"Health Systems, Economic Evaluations, Quality of Life","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Hospitalier Universitaire Sainte-Justine; McGill University; University of Waterloo","funders":"","keywords":"Biomarker; Medicine; Test (biology); Turnaround time; Cancer; Family medicine; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.005092572,0.0002390531,0.0004899874,0.001218364,0.0102604,0.00412446,0.0009255704,0.0006939968,0.003353525],"category_scores_gemma":[0.01965799,0.0002804301,0.0005727821,0.003527032,0.003033449,0.00123111,0.002715041,0.002048983,0.0001402823],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.07642651,"about_ca_system_score_gemma":0.1232734,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9836873,"about_ca_topic_score_gemma":0.987918,"domain_scores_codex":[0.9947276,0.001431101,0.0003048057,0.0002541138,0.001498803,0.001783664],"domain_scores_gemma":[0.9830104,0.005067209,0.001967162,0.0002183149,0.005562908,0.00417392],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003895858,0.0001793538,0.3721268,0.0005274902,0.0001059647,0.001817756,0.5595111,0.0006172587,0.0005492409,0.004241866,0.01718171,0.04275201],"study_design_scores_gemma":[0.00003075867,0.00009149868,0.2107089,0.000791823,0.00004435686,0.0004035269,0.7541056,0.0006911331,0.0002130155,0.000654956,0.03212013,0.0001443325],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9714916,0.001673244,0.0001979738,0.013422,0.00004665972,0.00007859653,0.0009501134,0.000007658195,0.01213211],"genre_scores_gemma":[0.9963243,0.001186151,0.0001718171,0.001324564,0.000008942458,0.00003084591,0.0001766582,0.00000495443,0.0007717539],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07642651,"threshold_uncertainty_score":0.5545157,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7075394944968736,"score_gpt":0.493080548381284,"score_spread":0.2144589461155896,"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."}}