{"id":"W3041251855","doi":"10.1186/s12859-020-03595-2","title":"Efficient implied alignment","year":2020,"lang":"en","type":"article","venue":"BMC Bioinformatics","topic":"Topological and Geometric Data Analysis","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Robert J. Kleberg, Jr. and Helen C. Kleberg Foundation; Defense Sciences Office, DARPA; Defense Advanced Research Projects Agency; McGill University","keywords":"Algorithm; Tree traversal; Artificial intelligence; Computer science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.001015617,0.001704847,0.001064013,0.001501613,0.00132184,0.002209362,0.003223311,0.001556166,0.02659208],"category_scores_gemma":[0.01019737,0.0007277161,0.001424573,0.003391067,0.0009473094,0.005323482,0.003429449,0.002114097,0.01113181],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001075343,"about_ca_system_score_gemma":0.001503365,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007918254,"about_ca_topic_score_gemma":0.001629062,"domain_scores_codex":[0.9977842,0.0004215045,0.0001971252,0.0006647051,0.0007511795,0.0001813444],"domain_scores_gemma":[0.9951947,0.001554954,0.0004163155,0.001950156,0.0007672712,0.0001165678],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00133529,0.0003782861,0.002921798,0.001445262,0.00009297673,0.0006137212,0.0006153507,0.05490944,0.04375671,0.1425894,0.05114232,0.7001995],"study_design_scores_gemma":[0.0001870655,0.0002631444,0.001361198,0.0001266888,0.00009551537,0.001032763,0.0002589354,0.5849305,0.04220666,0.3042632,0.06517833,0.00009596257],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01679986,0.0002506387,0.9624642,0.0003516876,0.0001074637,0.000146125,0.002405862,0.01010243,0.007371692],"genre_scores_gemma":[0.1185635,0.0002266415,0.861575,0.000193278,0.00009937522,0.0002709619,0.01222566,0.001826362,0.005019185],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.02659208,"threshold_uncertainty_score":0.08895934,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03399497211501743,"score_gpt":0.2357074731966202,"score_spread":0.2017125010816028,"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."}}