{"id":"W2136604958","doi":"10.1186/1471-2288-13-118","title":"Towards a methodology for cluster searching to provide conceptual and contextual “richness” for systematic reviews of complex interventions: case study (CLUSTER)","year":2013,"lang":"en","type":"article","venue":"BMC Medical Research Methodology","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":279,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"National Institute for Health and Care Research","keywords":"Context (archaeology); Systematic review; Psychological intervention; Computer science; Data science; Psychology; Intervention (counseling); Management science; 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":[0.5503491,0.00279696,0.009521995,0.05007405,0.007843868,0.01787625,0.009534853,0.007121897,0.009775661],"category_scores_gemma":[0.7106003,0.004810433,0.01313991,0.04711832,0.01376673,0.01799532,0.02146955,0.007821755,0.002716916],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01848198,"about_ca_system_score_gemma":0.06921861,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0079557,"about_ca_topic_score_gemma":0.01190959,"domain_scores_codex":[0.2507805,0.6244968,0.07695955,0.01582491,0.02920473,0.002733487],"domain_scores_gemma":[0.1996499,0.6219445,0.0410414,0.06666778,0.06833393,0.00236252],"domain_codex":"methods","domain_gemma":"methods","domain_candidate":"methods","domain_consensus":"methods","study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001492226,0.0003624703,0.007025145,0.1251581,0.004881179,0.001123185,0.1292321,0.005383408,0.003995026,0.2648551,0.03572813,0.420764],"study_design_scores_gemma":[0.003587606,0.001630692,0.007046197,0.1195485,0.00561292,0.001884539,0.04725436,0.02374636,0.007293795,0.5449483,0.2360456,0.001401143],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.005390897,0.00392879,0.8812939,0.008432646,0.0007859989,0.09388542,0.001590424,0.0009784992,0.003713532],"genre_scores_gemma":[0.007458672,0.0005654052,0.9285536,0.000577932,0.00004995011,0.06227608,0.0002553531,0.00008625405,0.0001767187],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.4496509,"threshold_uncertainty_score":0.5544996,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9784724983140504,"score_gpt":0.8165912940575061,"score_spread":0.1618812042565443,"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."}}