{"id":"W2168284908","doi":"10.14778/2757807.2757808","title":"ALID","year":2015,"lang":"en","type":"article","venue":"Proceedings of the VLDB Endowment","topic":"vaccines and immunoinformatics approaches","field":"Biochemistry, Genetics and Molecular Biology","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"National Key Research and Development Program of China; National Natural Science Foundation of China; National Science Foundation","keywords":"Speedup; Scalability; Computer science; Parameterized complexity; Time complexity; Graph; Theoretical computer science; Algorithm; Parallel computing","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":[0.0001699473,0.00007941939,0.00007880588,0.00001401999,0.00002945016,0.00001685574,0.000277248,0.00003891052,0.000002962099],"category_scores_gemma":[0.00006070545,0.00005032829,0.00006492724,0.00005914192,0.00002584701,0.000004666094,0.0002452173,0.00003718074,0.000004450231],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001066802,"about_ca_system_score_gemma":0.00002415192,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009019654,"about_ca_topic_score_gemma":4.663425e-7,"domain_scores_codex":[0.9994991,0.000001704026,0.0001576355,0.00008924739,0.0001325396,0.0001197677],"domain_scores_gemma":[0.9996187,0.000001087559,0.000109892,0.0001057921,0.0001221386,0.0000423626],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001216365,0.000147585,0.01120492,0.0000959107,0.0001280551,5.67302e-8,0.0007180491,0.00004325734,0.9080755,0.005300443,0.07184462,0.002320014],"study_design_scores_gemma":[0.0005975573,0.0001826813,0.0009124532,0.0000152805,0.00001765636,0.00001365971,0.0007720451,0.00007760332,0.9305503,0.0006459326,0.06611271,0.0001020629],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9663441,0.0003755433,0.00002033906,0.0004813199,0.0001388792,0.0002016609,0.000003093603,0.000006791138,0.03242823],"genre_scores_gemma":[0.9979172,0.00003721618,0.0008190228,0.0001364066,0.00007354117,0.00001671432,0.000003437275,0.00000823587,0.0009881868],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0315731,"threshold_uncertainty_score":0.2052328,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02109697228512849,"score_gpt":0.225587535311706,"score_spread":0.2044905630265775,"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."}}