{"id":"W7100724579","doi":"","title":"LSAC RESEARCH REPORT SERIES � Statistical Algorithms for Detection of Test Collusion","year":2011,"lang":"en","type":"article","venue":"","topic":"Diverse Scientific and Economic Studies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Collusion; Test (biology); Corporation; Series (stratigraphy); Process (computing); Statistical analysis","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":[0.01701775,0.0020878,0.002595058,0.00761207,0.00158296,0.003654625,0.004629182,0.002873241,0.01416928],"category_scores_gemma":[0.1489021,0.001270057,0.001790025,0.005369405,0.001965818,0.005028213,0.004648883,0.004157776,0.01037832],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002288257,"about_ca_system_score_gemma":0.006651177,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005796109,"about_ca_topic_score_gemma":0.005315888,"domain_scores_codex":[0.9817235,0.008106587,0.001459145,0.002217324,0.00585978,0.0006335168],"domain_scores_gemma":[0.9076473,0.05758355,0.004683503,0.0138689,0.01474828,0.001468437],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0006946561,0.0002566204,0.009856164,0.0002560561,0.0003316996,0.0001655976,0.0001598881,0.09720349,0.002507608,0.03541012,0.05143189,0.8017263],"study_design_scores_gemma":[0.0001383768,0.0001409223,0.001996843,0.00006070004,0.00004914336,0.0002891212,0.00006487036,0.9243287,0.002713507,0.06114513,0.009022717,0.0000500409],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.004690202,0.0006208073,0.987487,0.0006203745,0.0002075694,0.000272794,0.0008626691,0.002959738,0.002278854],"genre_scores_gemma":[0.09630242,0.0005655385,0.8868349,0.0004896231,0.0006195147,0.001533384,0.006127315,0.0007309883,0.00679634],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01701775,"threshold_uncertainty_score":0.08999956,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2434231427529898,"score_gpt":0.3087940498622479,"score_spread":0.06537090710925808,"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."}}