{"id":"W4403065811","doi":"10.2196/59772","title":"Methods Used in Co-Creation Within the Health CASCADE Co-Creation Database and Gray Literature: Systematic Methods Overview","year":2024,"lang":"en","type":"review","venue":"Interactive Journal of Medical Research","topic":"Mental Health and Patient Involvement","field":"Health Professions","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"European Commission; Glasgow Caledonian University","keywords":"Preprint; Cascade; Systematic review; Computer science; Engineering; MEDLINE; Chemistry; World Wide Web; Chemical engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.2490351,0.003845442,0.01010672,0.1346101,0.005359454,0.01302937,0.006178017,0.004088081,0.01083504],"category_scores_gemma":[0.3839507,0.00291258,0.008637271,0.08058973,0.008558953,0.01203821,0.01347677,0.003555485,0.00177089],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02018156,"about_ca_system_score_gemma":0.1056366,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008593505,"about_ca_topic_score_gemma":0.01693488,"domain_scores_codex":[0.6809772,0.1720429,0.09879269,0.01481189,0.03056072,0.002814734],"domain_scores_gemma":[0.4007966,0.4827271,0.04744251,0.02438173,0.04196826,0.002683931],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0002883741,0.0001333882,0.003469459,0.7759288,0.003070666,0.0004168896,0.01486065,0.0008030218,0.0007579611,0.01405044,0.006620484,0.1795999],"study_design_scores_gemma":[0.0004681996,0.0002053242,0.003421933,0.8646975,0.006772803,0.0004061191,0.01098537,0.0009077337,0.001191976,0.01360439,0.09709778,0.0002409207],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0110393,0.5636525,0.1210066,0.007490905,0.001370139,0.2699586,0.01644173,0.0009111484,0.008129121],"genre_scores_gemma":[0.04586793,0.1587813,0.3253153,0.002478636,0.0002742586,0.4608615,0.005006861,0.0002604107,0.001153929],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7509649,"threshold_uncertainty_score":0.9260734,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5706017566650989,"score_gpt":0.7329936535550536,"score_spread":0.1623918968899547,"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."}}