{"meta":{"query_hash":"57272e865540","filters":{"venue":"Enacting Cybernetics"},"cohort_total":1,"direct_labels_cover":0,"predictions_cover":1,"exported":1,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/57272e865540","api":"https://metacan.xera.ac/api/v1/cohort?venue=Enacting+Cybernetics"},"results":[{"id":"W4401896616","doi":"10.58695/ec.12","title":"Management Cybernetics as a General Framework to Successfully Implement Lean Management in Several Industries: Observations From the Construction Industry, Mechanical Engineering, and Healthcare","year":2024,"lang":"en","type":"article","venue":"Enacting Cybernetics","topic":"Occupational Health and Safety Research","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Discovery Air (Canada)","funders":"","keywords":"Cybernetics; Health care; Healthcare industry; Lean manufacturing; Lean project management; Engineering; Engineering management; Business; Manufacturing engineering; Knowledge management; Computer science; Artificial intelligence; Economics","score_opus":0.06899511415500352,"score_gpt":0.4188867603863902,"score_spread":0.3498916462313867,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4401896616","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.37289163,0.012933253,0.19345392,0.0559935,0.0003650734,0.00076997327,0.0001407388,0.00019022367,0.3632617],"genre_scores_gemma":[0.95960665,0.0032060195,0.029356152,0.0015928377,0.0000329861,0.000181544,0.00004698291,0.000043045413,0.005933736],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","domain_scores_codex":[0.9968479,0.0018930553,0.00014670093,0.00017781022,0.0006188146,0.00031561876],"domain_scores_gemma":[0.9978029,0.0013811442,0.00027405223,0.00012584667,0.00024373294,0.0001722553],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00411685,0.0005800467,0.00027863917,0.0026376697,0.0026693488,0.0072013834,0.0006055324,0.0021978135,0.0018959858],"category_scores_gemma":[0.003026642,0.00030017243,0.0005073952,0.0020156798,0.013217826,0.0070435833,0.0034626303,0.0030624717,0.00022638882],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000029554782,0.00009030964,0.003888871,0.0003233348,0.0000165613,0.0012813805,0.056077853,0.0038026585,0.0017928089,0.9021015,0.0031442186,0.027450869],"study_design_scores_gemma":[0.000050591585,0.00032946985,0.018160947,0.0016068768,0.000036805144,0.0023022408,0.2037737,0.0144487405,0.0030639486,0.4871159,0.2690151,0.00009565027],"about_ca_topic_score_codex":0.006020165,"about_ca_topic_score_gemma":0.0076837093,"teacher_disagreement_score":0.0072013834,"about_ca_system_score_codex":0.0049445992,"about_ca_system_score_gemma":0.0045648264,"threshold_uncertainty_score":0.035875678},"labels":[],"label_agreement":null}]}