{"id":"W2414217971","doi":"10.1016/j.soc.2009.09.001","title":"Preface","year":2009,"lang":"en","type":"article","venue":"Surgical Oncology Clinics of North America","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Lunenfeld-Tanenbaum Research Institute; Toronto General Hospital","funders":"","keywords":"Medicine","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000565106,0.0002667575,0.00106856,0.0001424731,0.00007384102,0.000006565591,0.000557673,0.0002349104,0.0004980259],"category_scores_gemma":[0.0004317175,0.0002397765,0.0003669114,0.0008750205,0.0007786759,0.0001177475,0.0000991531,0.0006054798,0.003165441],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001196618,"about_ca_system_score_gemma":0.0004050667,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001801197,"about_ca_topic_score_gemma":0.00003389125,"domain_scores_codex":[0.9968784,0.0004282017,0.001134479,0.0005310087,0.0004131133,0.0006148358],"domain_scores_gemma":[0.9964343,0.001512468,0.0008086211,0.0006266037,0.0002548075,0.0003631871],"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":[0.001276789,0.002160622,0.03964565,0.000006287057,0.00008155287,0.0003890571,0.0001141053,0.0006101038,0.00002483803,0.0003101392,0.007009349,0.9483715],"study_design_scores_gemma":[0.001522775,0.003753354,0.07362993,0.000006777921,0.00005998206,0.00003524815,0.00001982742,0.0002064727,0.00001845949,0.000435544,0.9200668,0.0002448382],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8588271,0.0005031392,0.0001140807,0.002214717,0.0004092543,0.0004369185,0.0001361798,0.0003411151,0.1370175],"genre_scores_gemma":[0.9931077,0.000736546,0.004115072,0.001232477,0.0001904878,0.0000102344,0.00007443636,0.00004029831,0.0004927425],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9481267,"threshold_uncertainty_score":0.9976107,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02808084014598064,"score_gpt":0.36550202668293,"score_spread":0.3374211865369494,"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."}}