{"id":"W7116840885","doi":"10.29327/xsds2025.1146669","title":"Design Sistêmico e os Mundos por Vir","year":2025,"lang":"","type":"article","venue":"","topic":"Diverse academic and cultural studies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Interdependence; Dissemination; Conceptual framework; Systems design; Conceptual design","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005489112,0.0003956915,0.0008290242,0.0002288373,0.0005225241,0.0001876582,0.0005885366,0.0003592019,0.006878897],"category_scores_gemma":[0.0001690655,0.0004105973,0.0002993309,0.0006429008,0.0002054965,0.0003561914,0.0004049219,0.0003908938,0.00810062],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002558746,"about_ca_system_score_gemma":0.00005078732,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003172805,"about_ca_topic_score_gemma":0.000005722157,"domain_scores_codex":[0.9973917,0.00003322331,0.001073918,0.00080889,0.00005051333,0.0006417613],"domain_scores_gemma":[0.9989518,0.0001464161,0.0003489817,0.0003750186,0.00006605268,0.0001117507],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001203946,0.0002812975,0.02723557,0.0001275277,0.001362186,0.000008398961,0.001166776,0.0001660041,0.00005392002,0.5508044,0.3771984,0.04147515],"study_design_scores_gemma":[0.001319244,0.00009253422,0.005975404,0.00007291507,0.00008701606,0.000001546532,0.001716575,0.002169042,0.0002886668,0.02208601,0.9655173,0.0006737423],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.008772365,0.08288217,0.04606188,0.008349249,0.003606739,0.001143088,0.0002255061,0.0001362699,0.8488227],"genre_scores_gemma":[0.5615103,0.0267716,0.001287882,0.003556,0.000149162,0.00005242513,0.000009063114,0.00002022009,0.4066434],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.5883189,"threshold_uncertainty_score":0.9998346,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05430639139843826,"score_gpt":0.2286190614919603,"score_spread":0.1743126700935221,"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."}}