{"id":"W4416781762","doi":"10.1186/s12961-025-01429-2","title":"Creating an integrated innovation system to enable the adaptation and uptake of health-system innovations in Canada: insights from citizen panels and a national stakeholder dialogue","year":2025,"lang":"en","type":"article","venue":"Health Research Policy and Systems","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bruyère; University of Ottawa; Wilfrid Laurier University; Impact; Ministère de la Santé et des Services Sociaux (Québec); Canadian Institutes of Health Research; Trillium Health Centre; Canada Health Infoway; McMaster University; University of Toronto","funders":"AGE-WELL","keywords":"Adaptation (eye); Health services research; Health administration; Stakeholder; Value (mathematics); Stakeholder engagement; Health informatics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.05941596,0.0007204068,0.0009919197,0.003188457,0.04398379,0.01466651,0.003473941,0.004229368,0.002421995],"category_scores_gemma":[0.04540671,0.0007261421,0.0008409527,0.005449327,0.0198238,0.005578496,0.01392825,0.00524468,0.0001964421],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.2483864,"about_ca_system_score_gemma":0.4959069,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9752843,"about_ca_topic_score_gemma":0.9884529,"domain_scores_codex":[0.9488292,0.02800717,0.001496611,0.002234046,0.009204509,0.01022851],"domain_scores_gemma":[0.9295723,0.03646889,0.002147028,0.00218282,0.0200848,0.009544215],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001324586,0.0001317842,0.02708137,0.001121319,0.00006475666,0.002019556,0.8799896,0.00070402,0.001298989,0.02927022,0.01118197,0.04700394],"study_design_scores_gemma":[0.00004799954,0.0001196578,0.02461416,0.001762133,0.0001148781,0.0001874409,0.8092563,0.0009996877,0.0009050641,0.006891833,0.1549372,0.0001636283],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.74115,0.007449389,0.009655912,0.1368248,0.0004175882,0.001855662,0.001002821,0.0001279507,0.101516],"genre_scores_gemma":[0.9813618,0.002077052,0.005807747,0.006681699,0.00002037267,0.0003377421,0.0002025201,0.00004639039,0.003464744],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2483864,"threshold_uncertainty_score":0.8717652,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8050901478755133,"score_gpt":0.6177606982105508,"score_spread":0.1873294496649625,"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."}}