{"id":"W2765198187","doi":"10.1093/jnci/djx231","title":"The Future of Radiobiology","year":2017,"lang":"en","type":"article","venue":"JNCI Journal of the National Cancer Institute","topic":"Effects of Radiation Exposure","field":"Medicine","cited_by":92,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre","funders":"National Institute of Dental and Craniofacial Research; National Cancer Institute; Cancer Research UK","keywords":"Radiobiology; Radiation oncology; Medical physics; Engineering ethics; Cancer research; Medicine; Radiation therapy; Biology; Internal medicine; Engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.0006085085,0.00006489394,0.0001710811,0.00004487608,0.0003832042,0.00002167313,0.000492316,0.00006424187,0.00002061165],"category_scores_gemma":[0.0008923027,0.00003078348,0.0001661774,0.00005129881,0.0002850436,0.0001967548,0.00003886869,0.0002811872,0.000001931087],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001717302,"about_ca_system_score_gemma":0.0007814274,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001446647,"about_ca_topic_score_gemma":0.00008801965,"domain_scores_codex":[0.9990211,0.00003903704,0.0002909009,0.00005321493,0.0005108999,0.00008483281],"domain_scores_gemma":[0.9978775,0.00009217708,0.0009168005,0.0001947294,0.0008731254,0.00004570186],"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":[0.002821088,0.0002912695,0.270335,0.0002222956,0.002266176,0.00004955662,0.000699109,0.004972685,0.04211708,0.08624305,0.4650844,0.1248983],"study_design_scores_gemma":[0.001594533,0.0001309485,0.3855873,0.0001037898,0.00008796126,0.0003332136,0.00001597989,0.00005625749,0.003846049,0.001571293,0.6066236,0.00004898461],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8230786,0.009144126,0.00005010127,0.1412809,0.01915469,0.000349475,0.00004945866,0.000006797835,0.006885867],"genre_scores_gemma":[0.9930541,0.0007063517,0.0002053785,0.0008668136,0.004463051,0.000003270678,7.319388e-7,0.000005421356,0.0006949082],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1699755,"threshold_uncertainty_score":0.2947335,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02751650133208055,"score_gpt":0.363991181210176,"score_spread":0.3364746798780954,"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."}}