{"id":"W4252714703","doi":"10.1093/jicru_ndp024","title":"8. Conclusions","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":[0.0004093082,0.0000528183,0.0001174946,0.00005229367,0.0001108975,0.00001954609,0.0004205216,0.00002379095,0.0001220351],"category_scores_gemma":[0.0002046692,0.00002742322,0.0001742248,0.0001702716,0.00002866678,0.000106966,0.00004428412,0.0002443795,0.0003266224],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007670592,"about_ca_system_score_gemma":0.00007392013,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001252606,"about_ca_topic_score_gemma":0.000001789042,"domain_scores_codex":[0.9992399,0.00007111773,0.0002328506,0.0000306878,0.0003139674,0.0001114951],"domain_scores_gemma":[0.999264,0.00003615926,0.000342291,0.0001774821,0.0001118308,0.00006822555],"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":[0.000108509,0.0002056978,0.001447622,0.000001191395,0.00005656216,0.00006759175,0.0005453291,0.0004355889,0.4312541,0.001902069,0.5581399,0.005835846],"study_design_scores_gemma":[0.002499598,0.0006374138,0.2141568,0.0002863291,0.0002346058,0.003704255,0.000292596,0.0001436572,0.04989016,0.03587419,0.6920069,0.0002735485],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9651605,0.0004591492,0.00005084376,0.01666868,0.0007508047,0.00006163301,0.000005326453,0.00001516855,0.01682786],"genre_scores_gemma":[0.9971812,0.000006846173,0.0004381278,0.001099386,0.000318732,4.211503e-8,3.875308e-8,0.000009659671,0.0009459073],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.381364,"threshold_uncertainty_score":0.419818,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01057936024476507,"score_gpt":0.2708541439768684,"score_spread":0.2602747837321033,"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."}}