{"id":"W2127864831","doi":"10.1093/jhered/esg022","title":"Reliable Noninvasive Genotyping: Fantasy or Reality?","year":2003,"lang":"en","type":"article","venue":"Journal of Heredity","topic":"Molecular Biology Techniques and Applications","field":"Biochemistry, Genetics and Molecular Biology","cited_by":144,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"U.S. Fish and Wildlife Service; WWF International; Canada Excellence Research Chairs, Government of Canada","keywords":"Genotyping; Biology; DNA extraction; Microsatellite; DNA; Polymerase chain reaction; Computational biology; Genotype; Genetics; Gene","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004145828,0.00009842957,0.0001523227,0.00002884494,0.00007281893,0.0000117223,0.0001817721,0.0001601684,0.00007499233],"category_scores_gemma":[0.000184467,0.00007308842,0.0001167649,0.00007529857,0.00005975102,0.000003488507,0.00003349381,0.0001519762,0.000004692261],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001651641,"about_ca_system_score_gemma":0.0001945511,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006184644,"about_ca_topic_score_gemma":0.00001701078,"domain_scores_codex":[0.9992386,0.00007167119,0.0002918569,0.0001447616,0.00009641902,0.0001566942],"domain_scores_gemma":[0.9991952,0.00001061362,0.0002481885,0.0002632827,0.0001953746,0.00008729678],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003028574,0.0002824474,0.00260762,0.0000279032,0.0001816197,0.0001031963,0.00002966198,0.0000572926,0.8183178,0.003959268,0.1725015,0.001628777],"study_design_scores_gemma":[0.0003167315,0.0004301526,0.0005059858,0.00001245309,0.00002449187,0.00069097,0.00003048502,0.000002617751,0.4056365,0.0008713354,0.5913702,0.0001080974],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8750955,0.001716516,0.09990483,0.001191184,0.0006778806,0.0003971131,0.00004219059,0.00002610174,0.0209487],"genre_scores_gemma":[0.9832187,0.0007539424,0.01423721,0.0004790862,0.0003783627,0.000007916052,0.00001868878,0.00001688751,0.0008892529],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4188687,"threshold_uncertainty_score":0.2980459,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02225338303963116,"score_gpt":0.2996077850428533,"score_spread":0.2773544020032222,"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."}}