{"id":"W2169645520","doi":"10.6000/1929-2279.2013.02.02.2","title":"Potential Solutions in Radiation Hormesis","year":2013,"lang":"en","type":"article","venue":"Journal of cancer research updates","topic":"Effects of Radiation Exposure","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Aspirator; Radon; Medicine; Sacrum; Radiation therapy; Sitting; Regimen; Surgery; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001367174,0.00006632006,0.0002044248,0.0007048191,0.00007543998,0.00005689615,0.0001279449,0.00007019673,0.001084988],"category_scores_gemma":[0.0005929702,0.00005224611,0.00008097029,0.0004760173,0.00007664863,0.0004937971,0.00002818538,0.0005765129,0.00008432777],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003711938,"about_ca_system_score_gemma":0.000515884,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004866867,"about_ca_topic_score_gemma":0.00004182166,"domain_scores_codex":[0.9982147,0.0001911078,0.0003525435,0.00009185942,0.0008120885,0.0003377515],"domain_scores_gemma":[0.9985262,0.0001544845,0.0001312744,0.0001256518,0.0008671004,0.0001953463],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0007079716,0.000626793,0.2555061,0.0002031685,0.0003752499,0.0003605512,0.0006608504,0.002451448,0.1734585,0.0006181402,0.3740522,0.1909791],"study_design_scores_gemma":[0.003170952,0.0008802699,0.9637983,0.0002247464,0.0000453332,0.0001996281,0.0003175423,0.001989304,0.01098573,0.001206507,0.01706854,0.0001131005],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9658344,0.005949173,0.00005433256,0.02681387,0.0001888813,0.0003565643,0.000003505403,0.000007159861,0.0007920777],"genre_scores_gemma":[0.9964446,0.002070705,0.0003600527,0.0001240611,0.0005809377,0.00003158245,0.000003479841,0.00001277963,0.0003717409],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7082922,"threshold_uncertainty_score":0.9998282,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03065201798705796,"score_gpt":0.3988548989358105,"score_spread":0.3682028809487525,"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."}}