{"id":"W2098269566","doi":"10.1111/j.1755-0998.2010.02902.x","title":"Distance‐based population classification software using mean‐field annealing","year":2010,"lang":"en","type":"article","venue":"Molecular Ecology Resources","topic":"Bayesian Methods and Mixture Models","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fisheries and Oceans Canada","funders":"","keywords":"Biology; Software; Population; Statistics; Evolutionary biology; Demography; Computer science; Mathematics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.002941021,0.001726488,0.001657772,0.002693666,0.001223577,0.001775449,0.003053349,0.001425613,0.02452166],"category_scores_gemma":[0.006470962,0.001870308,0.002730267,0.001846388,0.0005909774,0.001805014,0.001461666,0.00287887,0.007533118],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009933874,"about_ca_system_score_gemma":0.001473963,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005607137,"about_ca_topic_score_gemma":0.006804646,"domain_scores_codex":[0.9988532,0.0002682262,0.0001738965,0.0003835738,0.0002418586,0.00007929153],"domain_scores_gemma":[0.9981849,0.0009804906,0.0001503567,0.000249346,0.0003804009,0.00005441381],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00078975,0.0006628725,0.01041348,0.001224841,0.001411694,0.0004169098,0.001740633,0.1375666,0.02211401,0.03294169,0.09292975,0.6977876],"study_design_scores_gemma":[0.000230484,0.0001359896,0.003804642,0.00009009378,0.0001894333,0.0002459146,0.000104597,0.879572,0.01588114,0.02430308,0.07530472,0.0001380084],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"software","genre_scores_codex":[0.004366811,0.0000619944,0.9384795,0.00006420315,0.00008086071,0.0002942322,0.001602922,0.05312484,0.001924547],"genre_scores_gemma":[0.01713937,0.00006538371,0.9714212,0.00008337405,0.00001904665,0.001256204,0.002497909,0.00525976,0.002257658],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.02452166,"threshold_uncertainty_score":0.0820331,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01955006490424548,"score_gpt":0.2860991544047112,"score_spread":0.2665490895004657,"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."}}