{"id":"W4205346800","doi":"10.1103/physreve.105.014403","title":"Minimal informational requirements for fitness","year":2022,"lang":"en","type":"article","venue":"Physical review. E","topic":"Evolution and Genetic Dynamics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"Natural Sciences and Engineering Research Council of Canada; Defense Advanced Research Projects Agency","keywords":"Selection (genetic algorithm); Population; Basis (linear algebra); Upper and lower bounds; Distortion (music); Value (mathematics)","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":[0.003002573,0.0005654179,0.001191644,0.001179344,0.001130399,0.003751282,0.001406157,0.002932793,0.008406571],"category_scores_gemma":[0.02360129,0.0005154379,0.0007913313,0.0005649754,0.003500776,0.00548257,0.002628872,0.001937707,0.001283186],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001325279,"about_ca_system_score_gemma":0.001269163,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003774618,"about_ca_topic_score_gemma":0.000227156,"domain_scores_codex":[0.9966009,0.0007710853,0.0003010823,0.0006981189,0.001180586,0.0004482623],"domain_scores_gemma":[0.9858872,0.009601525,0.0007828708,0.001769247,0.001216109,0.0007431253],"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":[0.00006505864,0.00003207995,0.0003998162,0.0001524077,0.00002123864,0.0001209906,0.0001092744,0.01034554,0.007764441,0.9722543,0.0007347786,0.008000035],"study_design_scores_gemma":[0.00002752514,0.000069289,0.0006060986,0.00003356664,0.00001300781,0.0002886161,0.00005228143,0.02224542,0.002801318,0.9717205,0.002114713,0.00002767079],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3299073,0.002552296,0.5149275,0.01027625,0.0003736146,0.0001710557,0.001423707,0.0004786163,0.1398896],"genre_scores_gemma":[0.9616894,0.0006827594,0.03236249,0.0007209723,0.000180913,0.0002360528,0.0003592946,0.00009418804,0.003673919],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008406571,"threshold_uncertainty_score":0.02812278,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01830340016314738,"score_gpt":0.3475929330985584,"score_spread":0.329289532935411,"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."}}