{"id":"W2561314860","doi":"10.48550/arxiv.1611.03736","title":"A Formal Definition for Configuration","year":2016,"lang":"en","type":"preprint","venue":"arXiv (Cornell University)","topic":"Data Management and Algorithms","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Discovery Air (Canada)","funders":"","keywords":"Computer science; Matching (statistics); Task (project management); Relational database; Information retrieval; Set (abstract data type); Keyword search; Key (lock); Process (computing); Space (punctuation); Data mining; Programming language; Mathematics","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":[0.0001918487,0.0001651224,0.0001447508,0.0001625896,0.0001362432,0.0001732919,0.001081705,0.0001208886,0.00001759342],"category_scores_gemma":[0.0000166879,0.0001644147,0.0001265355,0.0001433468,0.0000350307,0.001337225,0.001021392,0.0001075464,0.0001061035],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007417949,"about_ca_system_score_gemma":0.00005995074,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008704173,"about_ca_topic_score_gemma":0.000005431597,"domain_scores_codex":[0.9989185,0.00002988823,0.0001217453,0.0006131861,0.00005386065,0.000262763],"domain_scores_gemma":[0.9989427,0.00005911143,0.000165912,0.0006642241,0.0001058098,0.00006218151],"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":[0.0000140085,0.00002373432,0.00003279571,0.00004611189,0.00003230529,0.00001766841,0.00002605818,0.0004416702,0.00001541949,0.9916926,0.001404794,0.006252861],"study_design_scores_gemma":[0.0009671923,0.00007901158,0.000255163,0.00008688644,0.00005794696,0.000001129746,0.0000208208,0.381896,0.0002443473,0.6076631,0.008292953,0.0004354936],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.002681931,0.000008431453,0.9830913,0.0002228829,0.0006205178,0.0003888701,0.00007509749,0.0001909727,0.01272002],"genre_scores_gemma":[0.9895849,0.000057166,0.007473749,0.000119331,0.0001381419,0.000004726701,0.0001838274,0.000009823501,0.002428399],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9869029,"threshold_uncertainty_score":0.6704639,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1088608043623868,"score_gpt":0.1895361881435328,"score_spread":0.08067538378114597,"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."}}