{"id":"W2888965704","doi":"10.14778/3236187.3236194","title":"AIDA","year":2018,"lang":"en","type":"article","venue":"Proceedings of the VLDB Endowment","topic":"Advanced Database Systems and Queries","field":"Computer Science","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Computer science; Relational database management system; Software portability; Python (programming language); Relational database; Relational algebra; Programming language; Database; Interpreter","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":[],"consensus_categories":[],"category_scores_codex":[0.0001605374,0.00008116871,0.00009990864,0.00002982503,0.0001161526,0.00002516151,0.0006357742,0.00001683924,0.00001011285],"category_scores_gemma":[0.00004214043,0.00004948987,0.0000471814,0.0002283075,0.0001013783,0.0004183799,0.0005610943,0.00004676553,0.00002671432],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002379408,"about_ca_system_score_gemma":0.00001535796,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000272467,"about_ca_topic_score_gemma":0.00000246008,"domain_scores_codex":[0.9992445,0.000002456814,0.000163319,0.0001894213,0.000235176,0.0001651685],"domain_scores_gemma":[0.9994459,0.00001020653,0.0001393254,0.0002016569,0.0001663518,0.00003656006],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00000497326,0.00002819921,0.0009440452,0.00003387268,0.00001249958,1.521204e-7,0.0007194151,5.972677e-7,0.0442424,0.9426572,0.005675241,0.005681437],"study_design_scores_gemma":[0.0002889854,0.0001522419,0.001375993,0.0001126928,0.000006134966,0.00002128422,0.0001681592,0.0004793835,0.7318061,0.009399347,0.2560306,0.0001591166],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4096596,0.0007420248,0.3292636,0.01014973,0.005363331,0.002105144,0.00003984746,0.0007739043,0.2419028],"genre_scores_gemma":[0.9405434,0.000008846162,0.05809994,0.0002302354,0.0001756356,0.00002315888,1.636855e-7,0.000006101219,0.0009125404],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9332578,"threshold_uncertainty_score":0.2018138,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00852893521103026,"score_gpt":0.2184185704247636,"score_spread":0.2098896352137334,"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."}}