{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01068175,0.0009263354,0.0008395415,0.001754327,0.003226036,0.01489297,0.001285844,0.002847366,0.01192812],"category_scores_gemma":[0.0125583,0.000682631,0.0008287497,0.002116366,0.01799162,0.01043588,0.006647668,0.003395084,0.003661479],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003683815,"about_ca_system_score_gemma":0.00495621,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00235861,"about_ca_topic_score_gemma":0.001956757,"domain_scores_codex":[0.9843209,0.01038401,0.0006583804,0.001791137,0.002226574,0.0006190785],"domain_scores_gemma":[0.9939775,0.002586366,0.0004930721,0.001875973,0.0007854438,0.0002815736],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002209223,0.00002521944,0.0005855456,0.0001537288,0.00001330266,0.00007702097,0.003199948,0.0007530735,0.0005061934,0.9627854,0.002975606,0.02890279],"study_design_scores_gemma":[0.00003154749,0.00006062616,0.0004902509,0.0004378588,0.00002135202,0.0002918057,0.002919365,0.00219149,0.00087218,0.5210338,0.4716236,0.00002611525],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.04070231,0.01080169,0.3597071,0.02336924,0.001489858,0.0003101566,0.0004135489,0.001705389,0.5615008],"genre_scores_gemma":[0.674126,0.01250387,0.1885656,0.005236647,0.0008007287,0.001281467,0.0007519066,0.001288908,0.1154448],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01489297,"threshold_uncertainty_score":0.05649114,"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."}}