{"id":"W2766597124","doi":"10.1186/s13750-017-0106-y","title":"Transdisciplinary working to shape systematic reviews and interpret the findings: commentary","year":2017,"lang":"en","type":"article","venue":"Environmental Evidence","topic":"Community Development and Social Impact","field":"Economics, Econometrics and Finance","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"Alliance for Health Policy and Systems Research; Department for International Development; National Institute for Health and Care Research; Government of the United Kingdom; World Health Organization","keywords":"Variety (cybernetics); Transdisciplinarity; Relevance (law); Conceptual framework; Engineering ethics; Management science; Sociology; Systematic review; Knowledge management; Social science; Political science; Computer science; Engineering; MEDLINE","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":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.3683458,0.002648281,0.006123135,0.01386933,0.007566774,0.01408792,0.01660799,0.04413415,0.007136327],"category_scores_gemma":[0.7805797,0.002834354,0.007164732,0.02312272,0.0218066,0.02091953,0.01361373,0.03003424,0.003036925],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02800654,"about_ca_system_score_gemma":0.07401406,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02824632,"about_ca_topic_score_gemma":0.05518618,"domain_scores_codex":[0.4865057,0.3689619,0.06987294,0.01165689,0.05696774,0.00603487],"domain_scores_gemma":[0.07536324,0.799283,0.02498793,0.01152288,0.08399299,0.004849815],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004133052,0.00005267606,0.0006198416,0.1145399,0.002117653,0.0007202858,0.01253213,0.001076974,0.0005010694,0.05721345,0.7400289,0.07018384],"study_design_scores_gemma":[0.0005453578,0.0001091188,0.0008897382,0.3123598,0.002499777,0.0004653651,0.005833433,0.001325482,0.0006445445,0.06699933,0.6080151,0.0003130286],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0004107609,0.1510296,0.004699368,0.7630782,0.07708392,0.0005458793,0.0002780296,0.0001058835,0.002768376],"genre_scores_gemma":[0.02334114,0.136769,0.02528769,0.7355809,0.07298604,0.003252041,0.0002751281,0.000271512,0.002236661],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.6316543,"threshold_uncertainty_score":0.7789421,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.141591317371226,"score_gpt":0.2993424002706267,"score_spread":0.1577510828994007,"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."}}