{"id":"W4406087728","doi":"10.2139/ssrn.5077382","title":"Robust Intervention in Networks","year":2025,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Auction Theory and Applications","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Kootenay Association for Science & Technology","funders":"","keywords":"Intervention (counseling); Computer science; Business; Psychology","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":"codex-gemma-dda1882f352a","candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.01377485,0.0001966136,0.0003450442,0.0006168236,0.0002092597,0.0003030113,0.00140705,0.0002912873,0.0002552785],"category_scores_gemma":[0.0006097055,0.000165153,0.0003822678,0.0007298781,0.00006268076,0.0001629056,0.0004852454,0.006103164,0.00007960213],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009937061,"about_ca_system_score_gemma":0.001614956,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005017705,"about_ca_topic_score_gemma":0.001700252,"domain_scores_codex":[0.996021,0.0005730447,0.001073957,0.000509005,0.0005446195,0.001278349],"domain_scores_gemma":[0.9981169,0.0003393661,0.0006842955,0.0005650995,0.0002307917,0.00006359336],"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":[0.00005948583,0.0001365697,0.001286761,0.000004342118,0.00007489385,0.000001745397,0.0000936481,0.2401514,0.000001102487,0.5336051,0.001497248,0.2230877],"study_design_scores_gemma":[0.0002749588,0.00003101281,0.0005560893,0.00008803234,0.00001882559,0.00005221626,0.001459241,0.01765837,0.000003532452,0.9759761,0.00373844,0.0001431826],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01496874,0.004744758,0.9711169,0.002003119,0.001478587,0.0002868338,0.000008258973,0.00005535939,0.00533746],"genre_scores_gemma":[0.9653793,0.002714837,0.0002409851,0.00009928189,0.0005265929,0.000045924,0.00001268585,0.00001123065,0.03096914],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9708759,"threshold_uncertainty_score":0.9961898,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06062416420503259,"score_gpt":0.3705657111281085,"score_spread":0.309941546923076,"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."}}