{"id":"W4206548428","doi":"10.14778/3494124.3494141","title":"APEX","year":2021,"lang":"en","type":"article","venue":"Proceedings of the VLDB Endowment","topic":"Liquid Crystal Research Advancements","field":"Materials Science","cited_by":53,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Apex (geometry); Medicine; Anatomy","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":[0.0002965233,0.00008746023,0.0001226754,0.00002258604,0.00008780896,0.00005956814,0.0004668231,0.00001983249,0.000627721],"category_scores_gemma":[0.0003674537,0.00005850497,0.00006339436,0.0002104303,0.00008627783,0.0002063649,0.0006500371,0.00007225802,0.00007431133],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008798976,"about_ca_system_score_gemma":0.00006146135,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001099099,"about_ca_topic_score_gemma":0.000001428161,"domain_scores_codex":[0.9986249,0.000007358493,0.0001985267,0.0002244971,0.0006483787,0.0002963455],"domain_scores_gemma":[0.9993488,0.00002425572,0.0001103346,0.0001396022,0.0003055133,0.00007147854],"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":[0.00001725364,0.00007010232,0.0005657099,0.0000583325,0.000006682896,9.619215e-7,0.00009626321,0.000003162981,0.9916207,0.005563577,0.001613941,0.0003833322],"study_design_scores_gemma":[0.0002592884,0.00003811814,0.0004352967,0.00004968801,0.000006520778,0.000007593179,0.0001939124,0.000009933228,0.9834203,0.004289289,0.011229,0.00006105852],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.972504,0.0001973178,0.00001876439,0.001238823,0.0002763171,0.0002435599,0.00001053465,0.00003193867,0.02547871],"genre_scores_gemma":[0.9940513,0.0000372699,0.002051333,0.0001681729,0.00004965337,0.00004230494,5.130706e-7,0.00001039093,0.003589014],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02188969,"threshold_uncertainty_score":0.6873105,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01938007565954151,"score_gpt":0.2763615835010787,"score_spread":0.2569815078415372,"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."}}