{"id":"W7161787615","doi":"10.82308/12292","title":"Machine learning methods for genotype assignment","year":2019,"lang":"en","type":"dissertation","venue":"","topic":"Genetic diversity and population structure","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Domain (mathematical analysis); Agrégation; Context (archaeology)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004622133,0.001988756,0.002561618,0.0035176,0.001135606,0.002947672,0.003430438,0.003071587,0.01069147],"category_scores_gemma":[0.0209312,0.0009515429,0.002315124,0.004497224,0.001168126,0.002536644,0.001862119,0.004279222,0.005856317],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001535016,"about_ca_system_score_gemma":0.002286843,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007361545,"about_ca_topic_score_gemma":0.005354172,"domain_scores_codex":[0.9955863,0.001711308,0.0003507858,0.001160918,0.00096157,0.0002290878],"domain_scores_gemma":[0.9870422,0.009461842,0.0006895314,0.001162649,0.001489204,0.000154591],"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":[0.0001505693,0.0001382856,0.002254626,0.0006779359,0.0002337115,0.0001421264,0.0001203139,0.3448779,0.0011557,0.02756543,0.016352,0.6063314],"study_design_scores_gemma":[0.0000288832,0.0000467838,0.0008178572,0.00008379322,0.00002713491,0.0000758718,0.00003940876,0.8992841,0.0008323472,0.08705834,0.01166794,0.00003747997],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.002140437,0.002970543,0.9885949,0.0005878828,0.0003201184,0.0001368493,0.0008214546,0.001978041,0.002449775],"genre_scores_gemma":[0.1267512,0.004863904,0.8441497,0.0006903293,0.001037616,0.001180396,0.004976357,0.0007064198,0.015644],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01069147,"threshold_uncertainty_score":0.03576648,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01656693709320269,"score_gpt":0.3280797688801484,"score_spread":0.3115128317869458,"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."}}