{"id":"W4401770594","doi":"10.1002/cl2.1432","title":"Searching and reporting in Campbell Collaboration systematic reviews: A systematic assessment of current methods","year":2024,"lang":"en","type":"review","venue":"Campbell Systematic Reviews","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University; University of Victoria; University of British Columbia; Carleton University","funders":"","keywords":"Systematic review; Data extraction; MEDLINE; Computer science; Psychology; Data science; Information retrieval; Political 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":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.8146784,0.006922456,0.02726096,0.1004862,0.008391334,0.03040369,0.01303613,0.01195339,0.02578235],"category_scores_gemma":[0.925975,0.01392389,0.02965422,0.1009446,0.01861474,0.03228652,0.02590438,0.01422665,0.006760306],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04846903,"about_ca_system_score_gemma":0.1760679,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01378798,"about_ca_topic_score_gemma":0.0186361,"domain_scores_codex":[0.06047646,0.5365775,0.3194539,0.01024309,0.07126221,0.001986793],"domain_scores_gemma":[0.04356291,0.6225585,0.1113086,0.04894348,0.1707284,0.002898055],"domain_codex":"methods","domain_gemma":"methods","domain_candidate":"methods","domain_consensus":"methods","study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0005862876,0.00009155019,0.002442225,0.8335106,0.008795594,0.0001530127,0.007634744,0.0009653255,0.0002619608,0.0121276,0.02190175,0.1115294],"study_design_scores_gemma":[0.0007906277,0.0002429407,0.001867256,0.9448109,0.006812343,0.0001297469,0.001661671,0.001313237,0.0003927333,0.007509806,0.03414108,0.0003276444],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"protocol","genre_gemma":"review","genre_scores_codex":[0.00380133,0.262417,0.2408661,0.03467689,0.01083016,0.4160007,0.01892829,0.002447461,0.01003206],"genre_scores_gemma":[0.02217302,0.08689545,0.2808028,0.00510025,0.001179966,0.5987837,0.003619667,0.00075643,0.0006887571],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.1853216,"threshold_uncertainty_score":0.3516691,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9124483196434898,"score_gpt":0.7084847121854696,"score_spread":0.2039636074580202,"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."}}