{"id":"W2076439839","doi":"10.1007/s11245-013-9189-4","title":"Down with the Hierarchies","year":2013,"lang":"en","type":"article","venue":"Topoi","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":81,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Epistemology; Computer science; Hierarchy; Data science; Management science; Political science; Philosophy; Engineering","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":[],"category_scores_codex":[0.01302932,0.001961669,0.002785195,0.007432346,0.005224382,0.01415171,0.002635183,0.003313278,0.04028066],"category_scores_gemma":[0.05286125,0.002265177,0.003990968,0.008475681,0.01122757,0.02531214,0.008227884,0.01373155,0.01252696],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003000174,"about_ca_system_score_gemma":0.006563086,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00881988,"about_ca_topic_score_gemma":0.01013766,"domain_scores_codex":[0.9864857,0.006691836,0.001423453,0.002017045,0.002709116,0.0006729072],"domain_scores_gemma":[0.966223,0.01745966,0.002377538,0.00715781,0.005494488,0.001287538],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004392999,0.00001981176,0.0003787914,0.000420492,0.0001214182,0.0001132284,0.001188837,0.000257161,0.000300394,0.9376087,0.02675239,0.03279486],"study_design_scores_gemma":[0.0000270544,0.00001887828,0.0002303147,0.0003505023,0.00008078794,0.0001327355,0.0003259707,0.0008578481,0.0002062477,0.8853996,0.1123372,0.00003283664],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"commentary","genre_scores_codex":[0.004639022,0.0145708,0.7080218,0.06030731,0.008396259,0.0004353398,0.00432762,0.002710334,0.1965916],"genre_scores_gemma":[0.1246521,0.01239351,0.7621008,0.01925662,0.004670179,0.001030265,0.00246009,0.002383467,0.07105296],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.9869707,"threshold_uncertainty_score":0.1347523,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6111521229580114,"score_gpt":0.4763693902197594,"score_spread":0.1347827327382519,"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."}}