{"id":"W4284894033","doi":"10.1017/s1473550422000246","title":"Curbing the fruitfulness of self-replicating machines","year":2022,"lang":"en","type":"article","venue":"International Journal of Astrobiology","topic":"Genetics, Aging, and Longevity in Model Organisms","field":"Biochemistry, Genetics and Molecular Biology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Replication (statistics); Computer science; Population; Process (computing); Galaxy; Exponential growth; Distributed computing; Physics; Biology; Astrophysics; Operating system","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001278698,0.0002629594,0.0004502707,0.0005049685,0.0007316052,0.001236129,0.0009149239,0.0009659385,0.002518592],"category_scores_gemma":[0.005732029,0.0002802062,0.0003886749,0.0002405667,0.00282555,0.002220774,0.001421901,0.001068306,0.0005301867],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006061702,"about_ca_system_score_gemma":0.0004067406,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002723669,"about_ca_topic_score_gemma":0.0002374738,"domain_scores_codex":[0.9995649,0.0001563561,0.00001996236,0.00009589381,0.0001166601,0.00004613157],"domain_scores_gemma":[0.9940603,0.003319333,0.0007454392,0.001173434,0.0003912396,0.000310047],"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":[0.0001416524,0.00009264594,0.00448686,0.0004277843,0.0000791436,0.0006625939,0.00114584,0.04790543,0.1306947,0.7706513,0.003084244,0.04062786],"study_design_scores_gemma":[0.00008908375,0.0003566076,0.002524384,0.00013481,0.00005927075,0.0009420689,0.0003613045,0.1827476,0.05469978,0.7203156,0.03770426,0.00006527472],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7327188,0.007033529,0.2214191,0.005429391,0.0004963269,0.0000670982,0.00006289368,0.0009550672,0.03181782],"genre_scores_gemma":[0.9807708,0.0007819329,0.01490851,0.0002715385,0.00008406906,0.00004438151,0.00001994646,0.00005030609,0.003068596],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002518592,"threshold_uncertainty_score":0.008425534,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006378354343910903,"score_gpt":0.2467131689801257,"score_spread":0.2403348146362148,"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."}}