{"id":"W4239236159","doi":"10.1093/rpd/ncq205","title":"Preface","year":2010,"lang":"en","type":"article","venue":"Radiation Protection Dosimetry","topic":"Disaster Response and Management","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005703708,0.00008574458,0.00008680645,0.0001800611,0.0004524463,0.00001477722,0.00009168554,0.0001448516,0.00259973],"category_scores_gemma":[0.0002418718,0.00008026636,0.00003669309,0.0002996135,0.00001687936,0.0001994482,0.00004467382,0.0005789764,0.002515986],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005498358,"about_ca_system_score_gemma":0.00006194888,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006964681,"about_ca_topic_score_gemma":0.00002791642,"domain_scores_codex":[0.9989703,0.0002042956,0.0002454614,0.0001882686,0.0001697467,0.0002219191],"domain_scores_gemma":[0.9993987,0.00006229396,0.0001409059,0.0002751923,0.00004371363,0.00007921362],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005302157,0.0003633919,0.01863123,0.0004639885,0.0001566154,0.000004351272,0.008422446,0.00004105846,0.2594378,0.05722649,0.05199303,0.6027294],"study_design_scores_gemma":[0.0007298411,0.00005015098,0.03677173,0.0000160203,0.00001447506,0.000001091259,0.0005621283,0.0005324509,0.004986105,0.0007224698,0.9554684,0.0001450942],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8208862,0.00003856395,0.05590504,0.001883628,0.004703363,0.00291908,0.000005952396,0.000622279,0.1130359],"genre_scores_gemma":[0.9715626,0.000006445349,0.0002979485,0.0009270531,0.0004341333,0.0004733471,0.00000719195,0.00001822177,0.02627302],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9034754,"threshold_uncertainty_score":0.9983121,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03329359669402217,"score_gpt":0.3907266334996636,"score_spread":0.3574330368056414,"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."}}