{"id":"W2922764504","doi":"10.1101/582536","title":"Sex Solves Haldane’s Dilemma","year":2019,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Evolution and Genetic Dynamics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Concordia University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Biology; Population; Natural selection; Selection (genetic algorithm); Locus (genetics); Adaptation (eye); Reproductive success; Evolutionary biology; Asexual reproduction; Genetics; Computer science; Demography; Gene; Artificial intelligence; Sociology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00243076,0.0002774032,0.0006752512,0.0005854484,0.001496042,0.001982064,0.0009086871,0.003111946,0.01024033],"category_scores_gemma":[0.01000884,0.0002301262,0.0004895903,0.000229633,0.004399691,0.003482071,0.002545871,0.002162221,0.001127434],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009910398,"about_ca_system_score_gemma":0.0007851054,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003857297,"about_ca_topic_score_gemma":0.0003112383,"domain_scores_codex":[0.9990133,0.0004678248,0.00003805175,0.0001459295,0.0002116533,0.0001232197],"domain_scores_gemma":[0.9957221,0.002833022,0.0003368098,0.0004121477,0.0002466791,0.0004492766],"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":[0.00006018793,0.00002007601,0.000454976,0.00005615324,0.00002121093,0.0005802778,0.000244436,0.004164765,0.0008960602,0.9785935,0.007614809,0.007293639],"study_design_scores_gemma":[0.00005188428,0.00001868786,0.0001580675,0.00001679792,0.000003609839,0.0004865725,0.0001134541,0.01335618,0.0004550557,0.9739547,0.01137007,0.00001485289],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3542379,0.003137895,0.1618723,0.1074923,0.002444842,0.0001798774,0.0002680129,0.0004394954,0.3699274],"genre_scores_gemma":[0.9569936,0.000709005,0.01694556,0.003908433,0.0003512544,0.0001909922,0.00005221226,0.00007038925,0.02077852],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01024033,"threshold_uncertainty_score":0.03425735,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008523118233859059,"score_gpt":0.2154394225050107,"score_spread":0.2069163042711517,"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."}}