{"id":"W2099304917","doi":"10.1007/s10710-008-9060-3","title":"An eigen analysis of the GP community","year":2008,"lang":"en","type":"article","venue":"Genetic Programming and Evolvable Machines","topic":"Genetics, Bioinformatics, and Biomedical Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Computer science; Eigenvalues and eigenvectors; Genetic programming; Graph; Theoretical computer science; Connection (principal bundle); Artificial intelligence; Data mining; Mathematics","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":[0.0004142258,0.0001448859,0.0002181307,0.00009973652,0.000422884,0.00002831468,0.0004582915,0.0001208529,0.00001355331],"category_scores_gemma":[0.0001227756,0.00009716272,0.0001359121,0.0004200224,0.000525571,0.000003698116,0.0002543609,0.0001599999,0.000001405824],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005538915,"about_ca_system_score_gemma":0.00007154472,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000711354,"about_ca_topic_score_gemma":0.0003811205,"domain_scores_codex":[0.9987828,0.0001780424,0.0002883491,0.0001800301,0.0002692739,0.0003015322],"domain_scores_gemma":[0.9989361,0.00002255649,0.00009287402,0.0006678727,0.0001291827,0.0001513923],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008384599,0.0004976338,0.723708,0.0001667878,0.0009200645,0.000002178896,0.001640298,0.0007349572,0.05920343,0.00001325415,0.0006161755,0.2124133],"study_design_scores_gemma":[0.0007186962,0.001200652,0.9377428,0.00002125118,0.0005070014,0.00004111456,0.0007269726,0.02270341,0.01911724,0.0001511492,0.01664287,0.0004268332],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969976,0.001046087,0.001356735,0.00006292081,0.00006420464,0.0001720906,0.00002167483,0.00001150114,0.0002671753],"genre_scores_gemma":[0.9928935,0.0005159227,0.00601304,0.00009366866,0.00006461498,0.00001370985,0.00008995977,0.00001075274,0.0003048605],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2140348,"threshold_uncertainty_score":0.3962181,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01904674624203654,"score_gpt":0.2821854750771698,"score_spread":0.2631387288351333,"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."}}