{"id":"W4416295663","doi":"10.3390/cells14221804","title":"Precision Oncology: Current Landscape, Emerging Trends, Challenges, and Future Perspectives","year":2025,"lang":"en","type":"article","venue":"Cells","topic":"Cancer Genomics and Diagnostics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Canadian Institutes of Health Research","keywords":"Precision medicine; Precision oncology; Cancer Medicine; Cancer; Personalized medicine; CRISPR; Clinical Oncology; Minimal residual disease; Disease; Cancer treatment","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":[0.00684033,0.0007294564,0.001308623,0.002367404,0.0009248878,0.003868456,0.001306175,0.0036745,0.005055897],"category_scores_gemma":[0.007451478,0.0003202421,0.0008471693,0.002087168,0.003121376,0.005831484,0.001905731,0.004940528,0.001400714],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002200056,"about_ca_system_score_gemma":0.004949923,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00138649,"about_ca_topic_score_gemma":0.002923569,"domain_scores_codex":[0.9981734,0.0006265974,0.0001751501,0.0002731649,0.0005225621,0.0002291328],"domain_scores_gemma":[0.9889754,0.007291242,0.000546498,0.0002326861,0.002135755,0.0008184077],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001432321,0.0001175128,0.001293029,0.01086328,0.00007585253,0.0004634688,0.0004018397,0.0010344,0.001440936,0.05066272,0.08403437,0.8494694],"study_design_scores_gemma":[0.00001932065,0.000193525,0.001145098,0.006657133,0.00007978699,0.001703756,0.0008965548,0.0005630763,0.0005174728,0.04313987,0.9450197,0.00006471275],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003435702,0.9779528,0.001104311,0.01730863,0.001305973,0.000008557765,0.00004256193,0.00004615298,0.001887432],"genre_scores_gemma":[0.004007237,0.9841197,0.001529138,0.006798048,0.002819913,0.00002363376,0.0000634585,0.00001389482,0.0006250158],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.00684033,"threshold_uncertainty_score":0.03617555,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00894858007695426,"score_gpt":0.2804730619030913,"score_spread":0.2715244818261371,"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."}}