{"id":"W4415764365","doi":"10.1016/j.cpet.2025.09.002","title":"What Is Implementation Science","year":2025,"lang":"en","type":"article","venue":"PET Clinics","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"Canadian Institutes of Health Research","keywords":"Bridge (graph theory); Stakeholder; Medical science; Stakeholder engagement; MEDLINE","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":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.006095124,0.00009646877,0.0001664641,0.0003099799,0.001608509,0.00007985529,0.0004770898,0.00004391122,0.00222022],"category_scores_gemma":[0.001332069,0.00009248545,0.00003536648,0.001536818,0.0002511544,0.001079765,0.0002596785,0.0003306874,0.001189198],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003314115,"about_ca_system_score_gemma":0.004200857,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001585694,"about_ca_topic_score_gemma":0.0003031677,"domain_scores_codex":[0.9969394,0.0003225935,0.001054043,0.0004025903,0.0005116779,0.0007697547],"domain_scores_gemma":[0.9966225,0.001897094,0.0003218091,0.0004702241,0.0004952382,0.0001931437],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004092924,0.00006204052,0.3491755,0.0004649806,0.00002045371,0.000004537083,0.05529021,0.000002579984,0.0007268109,0.07615224,0.3432811,0.1747786],"study_design_scores_gemma":[0.001513021,0.00005655307,0.1003664,0.0001556858,0.00001510556,7.79344e-7,0.04517562,0.0004231288,0.0003702748,0.01221013,0.8395428,0.0001705332],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8049605,0.00005406884,0.00169788,0.163115,0.01023519,0.001743975,0.00007331357,0.000187189,0.01793293],"genre_scores_gemma":[0.6814727,0.0007221255,0.002694129,0.3057576,0.0002372304,0.000246269,0.000009678492,0.00001285481,0.008847438],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4962617,"threshold_uncertainty_score":0.9996912,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6341759699762409,"score_gpt":0.7909152792274795,"score_spread":0.1567393092512386,"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."}}