{"id":"W3021186055","doi":"10.1002/cam4.3112","title":"Albert C. Broders, tumor grading, and the origin of the long road to personalized cancer care","year":2020,"lang":"en","type":"review","venue":"Cancer Medicine","topic":"History of Medical Practice","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Children's Hospital; University of Calgary","funders":"University of Calgary; Ohio State University","keywords":"Grading (engineering); Medicine; Basal cell; Cancer; Vignette; General surgery; Oncology; Internal medicine; Psychology","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.002309352,0.000457394,0.0007675882,0.002611501,0.0006049679,0.00188753,0.0006295354,0.002060387,0.001758449],"category_scores_gemma":[0.005922742,0.0003443087,0.0003266213,0.002778467,0.002229617,0.003544167,0.0009080617,0.006608064,0.001518247],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002209173,"about_ca_system_score_gemma":0.002288237,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003407907,"about_ca_topic_score_gemma":0.004722976,"domain_scores_codex":[0.9990379,0.0003605521,0.0001044527,0.0001286131,0.0003052868,0.00006337184],"domain_scores_gemma":[0.997377,0.001519846,0.0001512322,0.00007545846,0.0007133599,0.0001630035],"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":[0.00005375354,0.00003229501,0.0002916104,0.003914607,0.00003180203,0.0001696221,0.0003199462,0.0001339157,0.0002565553,0.03094974,0.4208792,0.542967],"study_design_scores_gemma":[0.000006775708,0.00002426373,0.0002904787,0.002451103,0.000009594342,0.0006386796,0.00007586396,0.00002541372,0.00006600158,0.005514923,0.9908806,0.00001641556],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00003681461,0.9839549,0.0001104121,0.01094044,0.004031345,0.000002064263,0.000004750048,0.000004813127,0.0009144336],"genre_scores_gemma":[0.001030342,0.9843026,0.00020795,0.00789456,0.005140967,0.000005296771,0.00001461646,0.000005672351,0.001397958],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003407907,"threshold_uncertainty_score":0.01602876,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06562077227528959,"score_gpt":0.4029458573818096,"score_spread":0.33732508510652,"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."}}