{"id":"W4235533849","doi":"10.1093/jicru_ndp028","title":"References","year":2009,"lang":"en","type":"article","venue":"Journal of the ICRU","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science","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":[0.0004355117,0.0000482455,0.0001026902,0.00004916293,0.00004974863,0.00002765649,0.000435031,0.00002080583,0.00008361064],"category_scores_gemma":[0.0001407194,0.00002329774,0.000114953,0.0001488947,0.00002204867,0.0001289424,0.0000150304,0.0002074325,0.0002726514],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004407152,"about_ca_system_score_gemma":0.00005308754,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001805045,"about_ca_topic_score_gemma":0.000003984831,"domain_scores_codex":[0.9992812,0.00006831272,0.0002105836,0.00003022778,0.0003130556,0.0000965685],"domain_scores_gemma":[0.9993324,0.00002298849,0.0003642124,0.0001402915,0.00009635984,0.00004379268],"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":[0.0003372349,0.0003183263,0.007306939,0.000004049352,0.000120368,0.00007093952,0.0009085111,0.0003705931,0.2792958,0.003114547,0.6679405,0.04021216],"study_design_scores_gemma":[0.001309168,0.0007186515,0.5746771,0.0002968803,0.0001490382,0.001600138,0.0002874358,0.00004540205,0.0533836,0.06457736,0.3027196,0.0002356502],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9768399,0.0004076977,0.000009691371,0.005933035,0.0004298347,0.00002640573,0.000001675383,0.000008612757,0.01634316],"genre_scores_gemma":[0.9980639,0.00001121389,0.0003969296,0.0003787647,0.0002803294,3.343533e-8,2.408132e-8,0.000005835576,0.000862927],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5673702,"threshold_uncertainty_score":0.3504473,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02384316780011557,"score_gpt":0.278389392747446,"score_spread":0.2545462249473304,"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."}}