{"id":"W4413824679","doi":"10.3390/curroncol32090484","title":"The Rethinking Clinical Trials (REaCT) Program: A Pragmatic Research Strategy to Improve Cancer Care for Patients, Caregivers, and Healthcare Systems","year":2025,"lang":"en","type":"review","venue":"Current Oncology","topic":"Health Systems, Economic Evaluations, Quality of Life","field":"Economics, Econometrics and Finance","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"Ottawa Hospital Research Institute","keywords":"Medicine; Health care; Clinical trial; Cancer; Nursing; Family medicine; Pathology; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.6532917,0.00307335,0.005522955,0.01047083,0.004139403,0.01265047,0.007679482,0.008992081,0.01131881],"category_scores_gemma":[0.6460456,0.002458726,0.00905295,0.01198922,0.009945546,0.01747181,0.02804001,0.01974821,0.002818542],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01586389,"about_ca_system_score_gemma":0.1086793,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004619823,"about_ca_topic_score_gemma":0.009479045,"domain_scores_codex":[0.2800368,0.679158,0.01883221,0.006181061,0.01378501,0.00200689],"domain_scores_gemma":[0.206715,0.6540439,0.03522295,0.05718305,0.03021038,0.01662483],"domain_codex":"methods","domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.004229258,0.001956891,0.002574486,0.06306864,0.008698145,0.0004579154,0.009713439,0.005220911,0.00117151,0.1336211,0.1762421,0.5930455],"study_design_scores_gemma":[0.02936428,0.005688124,0.006454676,0.0895722,0.005801123,0.0004420698,0.004216802,0.006380599,0.001705655,0.3192312,0.5303991,0.0007442359],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.01150143,0.06217881,0.2417101,0.4284572,0.02119507,0.2023937,0.003687173,0.004106271,0.02477026],"genre_scores_gemma":[0.04576367,0.0227638,0.5836193,0.1069306,0.005405879,0.230343,0.00115433,0.0007368673,0.003282504],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.6532917,"threshold_uncertainty_score":0.4275531,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8825948680292652,"score_gpt":0.7155933600182564,"score_spread":0.1670015080110089,"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."}}