{"id":"W4327734525","doi":"10.3389/fpubh.2023.1151861","title":"William Jackson Schull and mutation studies on human cohorts","year":2023,"lang":"en","type":"article","venue":"Frontiers in Public Health","topic":"Effects of Radiation Exposure","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Georgetown University","keywords":"Public health; Medicine; Gerontology; Political science; Pathology","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":[0.006235438,0.0005609962,0.0004992361,0.002032236,0.001347702,0.001880095,0.001513869,0.006733687,0.02531354],"category_scores_gemma":[0.0269486,0.0003901781,0.0004682606,0.001569987,0.002088757,0.003593698,0.002041099,0.004263446,0.007523712],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002219646,"about_ca_system_score_gemma":0.002386291,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01153306,"about_ca_topic_score_gemma":0.01023771,"domain_scores_codex":[0.9962462,0.001269891,0.0002714453,0.000672024,0.001312118,0.0002283468],"domain_scores_gemma":[0.9891419,0.005683894,0.0008274972,0.0005077063,0.002742692,0.001096258],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002287747,0.00001031849,0.0005146862,0.0001549346,0.000006542645,0.0001305229,0.0001837781,0.00001132662,0.00008725599,0.004441044,0.961214,0.03322269],"study_design_scores_gemma":[0.000009866045,0.00001727838,0.001945213,0.0008959638,0.000008616566,0.0002437289,0.0002323678,0.00001395652,0.00008077947,0.003430527,0.9931074,0.00001432936],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.001166132,0.1048069,0.000585043,0.7037607,0.1458547,0.00009988737,0.0007130712,0.00004890723,0.04296455],"genre_scores_gemma":[0.0232833,0.1697307,0.001442645,0.3999085,0.2621379,0.000497126,0.0008426041,0.0001838449,0.1419734],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.02531354,"threshold_uncertainty_score":0.08468217,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0667328071886386,"score_gpt":0.3834196617020472,"score_spread":0.3166868545134086,"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."}}