{"id":"W4380370777","doi":"10.1186/s13012-023-01270-7","title":"Proceedings of the 5th UK Implementation Science Research Conference","year":2023,"lang":"en","type":"article","venue":"Implementation Science","topic":"Mental Health and Patient Involvement","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa; Women's College Hospital; McMaster University","funders":"Fundação de Amparo à Pesquisa do Estado de São Paulo; European Commission; National Institute for Health and Care Research; Department of Health and Social Care; Wellcome Trust","keywords":"Health informatics; Health services research; Medicine; Health administration; Public health; Nursing research; Library science; Nursing; Computer science","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":[0.1481684,0.001964767,0.003139372,0.004974437,0.004894278,0.01962639,0.00406979,0.009147148,0.1477726],"category_scores_gemma":[0.2137818,0.00204418,0.00323475,0.004703544,0.005789486,0.007620673,0.0144507,0.009913675,0.02557504],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02019546,"about_ca_system_score_gemma":0.05950149,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01246906,"about_ca_topic_score_gemma":0.01568428,"domain_scores_codex":[0.8608556,0.09206416,0.0138563,0.005854135,0.02163534,0.005734293],"domain_scores_gemma":[0.8102448,0.08509309,0.008635652,0.02682708,0.05339222,0.01580718],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007388881,0.000530974,0.00122788,0.008601986,0.0002162731,0.0002454968,0.003989625,0.0006526394,0.0005559706,0.06415065,0.5177724,0.4013172],"study_design_scores_gemma":[0.0001612029,0.000200803,0.001522704,0.009896478,0.00006184452,0.00005122331,0.001138287,0.0001767363,0.0003071878,0.006053523,0.9803904,0.00003964339],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.007656841,0.1172039,0.04618392,0.3923444,0.08304191,0.01186828,0.006094554,0.001691899,0.3339143],"genre_scores_gemma":[0.1265913,0.11804,0.1285056,0.06853151,0.01269656,0.0512416,0.0128791,0.001970887,0.4795434],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.1481684,"threshold_uncertainty_score":0.7835987,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7738308940466943,"score_gpt":0.7032350051876699,"score_spread":0.07059588885902435,"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."}}