{"id":"W4390008484","doi":"10.3389/frhs.2023.1068297","title":"Co-implementation: collaborative and concurrent approaches to advance embedded implementation in the health sciences","year":2023,"lang":"en","type":"article","venue":"Frontiers in Health Services","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"General partnership; Context (archaeology); Stakeholder; Stakeholder engagement; Engineering ethics; Confusion; Process management; Perspective (graphical); Knowledge management; Health care; Public relations; Management science; Computer science; Political science; Business; Psychology; Engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.1310734,0.001231564,0.001157588,0.005125971,0.01194553,0.02213954,0.006311732,0.01077319,0.01187104],"category_scores_gemma":[0.1114382,0.001167008,0.001940813,0.003750304,0.06229445,0.0249095,0.04339715,0.01246769,0.001435649],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01660872,"about_ca_system_score_gemma":0.06283823,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003574308,"about_ca_topic_score_gemma":0.005404467,"domain_scores_codex":[0.8448452,0.1341352,0.002832964,0.005926022,0.008054644,0.004205973],"domain_scores_gemma":[0.8289415,0.133727,0.004717485,0.01751504,0.0061681,0.008930928],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0000610483,0.000297591,0.0009743156,0.0007885389,0.00006105592,0.0002144822,0.03606493,0.001224075,0.0003554301,0.8874179,0.003223049,0.06931759],"study_design_scores_gemma":[0.0001042143,0.0002128083,0.0007299654,0.001583323,0.00004547196,0.0001440952,0.01692167,0.00243339,0.0006022886,0.9007031,0.07647654,0.00004316891],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02316563,0.01167486,0.5184959,0.2012071,0.002276117,0.002680375,0.00006254014,0.0004097116,0.2400278],"genre_scores_gemma":[0.6313103,0.004552229,0.339786,0.009591468,0.0006205551,0.004552324,0.00005938941,0.0001760585,0.009351687],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.1310734,"threshold_uncertainty_score":0.6931905,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4338981124364988,"score_gpt":0.638038796514278,"score_spread":0.2041406840777792,"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."}}