{"id":"W4255629446","doi":"10.1080/09553000600863098","title":"Book Review","year":2006,"lang":"en","type":"article","venue":"International Journal of Radiation Biology","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Computational biology; Biology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005338722,0.0007409041,0.0007549475,0.002347352,0.001170428,0.003171966,0.001019619,0.001758415,0.3463256],"category_scores_gemma":[0.002683511,0.0003189703,0.0004662873,0.001928307,0.0005316556,0.002025189,0.001340275,0.00233283,0.3077385],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001194541,"about_ca_system_score_gemma":0.001781227,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002754208,"about_ca_topic_score_gemma":0.008688861,"domain_scores_codex":[0.9995523,0.00003692908,0.00001149171,0.00005113194,0.0003127704,0.00003532523],"domain_scores_gemma":[0.9985955,0.0002495311,0.00006147451,0.00009716618,0.0006852725,0.0003110531],"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":[0.000004473837,0.000007810976,0.00002200242,0.0000463408,0.000001133235,0.00002061935,0.000008118498,0.00002473013,0.00005585307,0.001351306,0.9527633,0.04569437],"study_design_scores_gemma":[0.00000155077,0.000003306894,0.00005024383,0.00003943086,0.0000010891,0.00003924576,0.000008829044,0.00001097465,0.00001938525,0.0005300385,0.9992944,0.000001488937],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0004118374,0.06701874,0.00164366,0.02582376,0.06235738,0.0001379156,0.0006451809,0.0006011571,0.8413604],"genre_scores_gemma":[0.0006248059,0.00960739,0.0003253364,0.003578684,0.00538173,0.00002441832,0.0001995482,0.000102578,0.9801556],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6536744,"threshold_uncertainty_score":0.9323872,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009016449135463907,"score_gpt":0.3169600450893828,"score_spread":0.3079435959539189,"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."}}