{"id":"W4255851860","doi":"10.1038/labinvest.2016.166","title":"Education","year":2017,"lang":"en","type":"article","venue":"Laboratory Investigation","topic":"Sarcoma Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; University Health Network","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":[],"consensus_categories":[],"category_scores_codex":[0.00005813041,0.00005707724,0.00007467326,0.00003082101,0.0002003228,0.00005561564,0.00004486918,0.00003879238,0.00005680905],"category_scores_gemma":[0.0001519747,0.00004976853,0.00001937294,0.00003678939,0.00007041915,0.0001641888,0.00001037642,0.00004181167,0.0001421866],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004922372,"about_ca_system_score_gemma":0.0002950025,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004065131,"about_ca_topic_score_gemma":0.000008400389,"domain_scores_codex":[0.9996307,0.00001271764,0.00008088488,0.0001127026,0.00009824867,0.00006471224],"domain_scores_gemma":[0.9992673,0.000008466699,0.00008697451,0.0004051792,0.0001307246,0.0001013518],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000005774161,0.0001189736,0.967648,0.00001824082,0.0000159152,0.000006440152,0.0000927188,1.64833e-7,0.005241884,0.006877782,0.006579845,0.01339423],"study_design_scores_gemma":[0.0003420595,0.00003134566,0.9481572,0.00006172213,0.00004332658,0.000003675762,0.00003459386,0.00001269446,0.03227616,0.001335867,0.01765103,0.00005030431],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9881036,0.0003129771,0.00000280265,0.005100361,0.0002620062,0.0001641432,0.000004140848,0.00003956586,0.006010352],"genre_scores_gemma":[0.9963522,0.00002158421,0.001217268,0.001834326,0.0001934971,0.00005860601,0.00003360576,0.000008326702,0.0002805774],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02703428,"threshold_uncertainty_score":0.2029502,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02715535857352806,"score_gpt":0.3106802650818903,"score_spread":0.2835249065083622,"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."}}