{"id":"W7045299053","doi":"","title":"Ancient DNA analysis of archaeological fish remains: Methods and applications","year":2021,"lang":"en","type":"dissertation","venue":"Summit (Simon Fraser University)","topic":"Forensic and Genetic Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Social Sciences and Humanities Research Council of Canada; Simon Fraser University","keywords":"Identification (biology); Fish <Actinopterygii>; Circumstantial evidence; Context (archaeology)","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001979169,0.0001660192,0.000348036,0.0003866673,0.00008570748,0.0000101159,0.0002598202,0.0003604149,0.00009342474],"category_scores_gemma":[0.00006741239,0.0001763969,0.000236156,0.0009687943,0.0002111266,0.000002493609,0.000158572,0.0001546356,0.000001087856],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001922132,"about_ca_system_score_gemma":0.0001476528,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000566877,"about_ca_topic_score_gemma":0.03864061,"domain_scores_codex":[0.9987299,0.0001826285,0.0001721307,0.0005425023,0.0001723956,0.0002004239],"domain_scores_gemma":[0.9990025,0.00003948062,0.0001235898,0.0004466317,0.0002718687,0.0001159422],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002040738,0.001234188,0.6565579,0.001441939,0.01828291,0.0002975705,0.0003317099,0.001017762,0.1038825,0.01104042,0.04395041,0.159922],"study_design_scores_gemma":[0.000721184,0.0003326428,0.04476423,0.00004595531,0.002239925,2.586125e-8,0.02264957,0.0001959918,0.184047,0.0001478972,0.744251,0.0006046196],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9852467,0.00105801,0.005710628,0.00004323486,0.00005903473,0.0002617513,0.0001497597,0.000008044501,0.007462811],"genre_scores_gemma":[0.8850205,0.007731209,0.01519669,0.0002781988,0.0002319517,0.00002295776,0.02498351,0.00006200546,0.06647297],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7003006,"threshold_uncertainty_score":0.9789017,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01402942125029135,"score_gpt":0.2956698776465263,"score_spread":0.281640456396235,"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."}}