{"id":"W4410483222","doi":"10.1177/16094069251340908","title":"Advancing the Speed and Science of Implementation Using Mixed-Methods Process Mapping – Best Practice Recommendations","year":2025,"lang":"en","type":"article","venue":"International Journal of Qualitative Methods","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Jewish General Hospital; McGill University; Ottawa Hospital; University of Ottawa","funders":"","keywords":"Process (computing); Computer science; Best practice; Multimethodology; Data science; Mathematics education; Psychology; Political science; Programming language","routes":{"ca_aff":true,"ca_fund":false,"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":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.3704062,0.004733335,0.005157639,0.01503469,0.006373706,0.02762708,0.0133518,0.01687531,0.01673356],"category_scores_gemma":[0.5590467,0.003745526,0.00993846,0.01170407,0.01507296,0.03884246,0.02212524,0.02949834,0.006326676],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02160296,"about_ca_system_score_gemma":0.08607718,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01895619,"about_ca_topic_score_gemma":0.02966215,"domain_scores_codex":[0.5742029,0.3358533,0.03260764,0.009563495,0.04288337,0.004889275],"domain_scores_gemma":[0.3339286,0.5166607,0.01716085,0.03668813,0.08415583,0.01140595],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002385009,0.0005703712,0.002395293,0.03716541,0.000959134,0.0005301703,0.01891024,0.004184502,0.0004162652,0.1667213,0.1194462,0.6484627],"study_design_scores_gemma":[0.0005036267,0.000362264,0.001452321,0.2032944,0.001141959,0.0005703749,0.01446483,0.006052267,0.001873929,0.3730568,0.3967898,0.0004373169],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.001648905,0.05099927,0.2295453,0.6851435,0.007302789,0.005230379,0.0004655654,0.001169552,0.0184949],"genre_scores_gemma":[0.02155744,0.04398932,0.8759029,0.04525376,0.001279745,0.009035621,0.0003908009,0.0003864865,0.002203937],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6295937,"threshold_uncertainty_score":0.7764012,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8468060643498002,"score_gpt":0.8474099936730879,"score_spread":0.0006039293232876775,"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."}}