{"id":"W4415597716","doi":"10.22541/au.176159715.54048234/v1","title":"Promoting the implementation of co-produced Cochrane evidence: an exploratory study of improving partnering with consumers","year":2025,"lang":"","type":"article","venue":"","topic":"Healthcare Systems and Technology","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Exploratory research; Process (computing); Qualitative research; Quality (philosophy); General partnership; Empirical research","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003354422,0.000327626,0.0007121759,0.0005033697,0.0004723841,0.0001556142,0.0005069638,0.000119871,0.0001222778],"category_scores_gemma":[0.0002489633,0.0002305217,0.00005766752,0.001401127,0.0002215515,0.001466337,0.0002691997,0.0002960748,0.00000358181],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006177683,"about_ca_system_score_gemma":0.0003955209,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02384228,"about_ca_topic_score_gemma":0.02095592,"domain_scores_codex":[0.9966317,0.0001948966,0.00149751,0.0006601035,0.0005241428,0.0004916099],"domain_scores_gemma":[0.9965048,0.0001661534,0.001429494,0.0008793309,0.0009993605,0.0000208108],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002351206,0.000822354,0.6862009,0.01489745,0.0005542019,0.00001285745,0.01819584,0.0000139776,0.03665996,0.0044718,0.00007779176,0.2378577],"study_design_scores_gemma":[0.004181508,0.001666439,0.05296213,0.004089486,0.0007763183,0.000003142194,0.8990768,0.002426592,0.03356066,0.00008494833,0.000563412,0.000608612],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935291,0.0008206979,0.000154843,0.001298467,0.0003259063,0.003502189,0.000002032322,0.00009975012,0.0002670155],"genre_scores_gemma":[0.9994522,0.00003121571,0.00003269072,0.0001304013,0.0001056969,0.0001765915,0.000004638005,0.00003043959,0.00003607883],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8808809,"threshold_uncertainty_score":0.9969091,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05321497812635127,"score_gpt":0.3678114679283676,"score_spread":0.3145964898020163,"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."}}