{"id":"W7008693191","doi":"","title":"A Comment on Clientelism and Vulnerability - Replication Package","year":2024,"lang":"en","type":"other","venue":"OSF Preprints (OSF Preprints)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Replication (statistics); Robustness (evolution); Vulnerability (computing); Code (set theory); Data file","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":["metaresearch","open_science"],"consensus_categories":[],"category_scores_codex":[0.05273057,0.002050996,0.001622951,0.003322239,0.004494704,0.004455373,0.00569615,0.01109537,0.228376],"category_scores_gemma":[0.4573588,0.001952899,0.003074892,0.004110144,0.004589119,0.009121422,0.006714089,0.01241676,0.1178762],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006421677,"about_ca_system_score_gemma":0.0107638,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02794494,"about_ca_topic_score_gemma":0.0160194,"domain_scores_codex":[0.940441,0.03128602,0.004970846,0.004841653,0.01626825,0.002192325],"domain_scores_gemma":[0.5755805,0.2489865,0.0159261,0.05154021,0.1034148,0.004551939],"domain_codex":null,"domain_gemma":"reproducibility","domain_candidate":"reproducibility","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002637481,0.00000513905,0.0001274618,0.00007967815,0.000005864828,0.00004267679,0.0001850215,0.00006639826,0.00003245936,0.004068913,0.9934433,0.001916857],"study_design_scores_gemma":[0.0001181679,0.00002952854,0.001281511,0.0005173874,0.00003227965,0.0001985077,0.0003263009,0.0008374681,0.0006142845,0.01371263,0.9821731,0.0001589193],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"dataset","genre_scores_codex":[0.001511435,0.000937168,0.07171503,0.6286401,0.1259165,0.001818953,0.07092047,0.03793005,0.06061033],"genre_scores_gemma":[0.04109713,0.001536849,0.1038582,0.5325093,0.04415263,0.01168009,0.01791822,0.05153773,0.1957098],"genre_candidate":"dataset","genre_consensus":null,"teacher_disagreement_score":0.9943038,"threshold_uncertainty_score":0.7639938,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02298184386008754,"score_gpt":0.3006328142346653,"score_spread":0.2776509703745777,"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."}}