{"id":"W4285406944","doi":"10.53730/ijhs.v6ns5.9385","title":"Hydrogen isotope","year":2022,"lang":"en","type":"article","venue":"International Journal of Health Sciences","topic":"Forensic Anthropology and Bioarchaeology Studies","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Horizon College and Seminary","funders":"","keywords":"Forensic science; Geolocation; Isotope analysis; Officer; Data science; Computer science; Ecology; Archaeology; Geography; Biology; World Wide Web","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":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001115265,0.00003910172,0.0001062901,0.0001464269,0.001017949,0.00001654849,0.000438712,0.000005144427,0.002209796],"category_scores_gemma":[0.00001417338,0.00002766186,0.00004990747,0.00002800457,0.005233735,0.0001156293,0.0001361474,0.0001276393,0.000007602525],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004703218,"about_ca_system_score_gemma":0.000195091,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006708425,"about_ca_topic_score_gemma":0.0004884222,"domain_scores_codex":[0.9990538,0.00008938053,0.0002827585,0.00006411584,0.0003909194,0.0001190639],"domain_scores_gemma":[0.9994556,0.00005460205,0.0003117864,0.0000230194,0.0001327387,0.00002226504],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004398268,0.00008970606,0.009674089,0.000002287778,0.0001011866,0.00004348667,0.02342644,0.0001047688,0.000001698315,0.9108553,0.03636305,0.01929401],"study_design_scores_gemma":[0.0003016034,0.001378626,0.0004338977,0.00001127252,0.000004850949,0.0004053119,0.1154832,0.00005402896,0.00003106674,0.01959254,0.8622267,0.00007696542],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.4746057,0.007154061,0.00004407061,0.4876749,0.01366483,0.00007984727,0.00003319185,0.00001636315,0.01672702],"genre_scores_gemma":[0.9940887,0.0001323268,0.00007475186,0.00439094,0.0003649913,0.000001516136,6.116213e-7,0.000001430551,0.0009447057],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8912628,"threshold_uncertainty_score":0.9987023,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06321083358455293,"score_gpt":0.3462197611327095,"score_spread":0.2830089275481566,"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."}}