{"id":"W2046900843","doi":"10.1016/j.humpath.2010.10.019","title":"Development and evolution of The Knowledge Hub for Pathology and related electronic resources","year":2011,"lang":"en","type":"article","venue":"Human Pathology","topic":"Radiology practices and education","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Web site; Principal (computer security); Anatomical pathology; Medicine; Pathology; Library science; Medical education; Computer science; The Internet; World Wide Web","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":[0.0003998027,0.00006826321,0.0001606596,0.00006649089,0.0001367251,0.000001361915,0.00004281435,0.000139959,0.00002176885],"category_scores_gemma":[0.00008923608,0.00004892408,0.00002081726,0.00004830317,0.0002499471,0.00002735322,0.00003342186,0.0001318007,0.000002445236],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004029345,"about_ca_system_score_gemma":0.00007870612,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005018436,"about_ca_topic_score_gemma":0.0000374322,"domain_scores_codex":[0.9993452,0.00009764829,0.0001890171,0.0001765613,0.00002234881,0.0001691891],"domain_scores_gemma":[0.9996064,0.00005009961,0.0001289493,0.0001409694,0.00004648223,0.00002709574],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008239095,0.0008973221,0.4740361,0.0004581442,0.000277916,0.0000593865,0.1653639,3.308202e-7,0.1477172,0.1824825,0.0009178994,0.0269653],"study_design_scores_gemma":[0.0008116513,0.000504236,0.9818589,0.00001847404,0.000106984,0.001483207,0.000949404,0.000009302175,0.001036229,0.005468675,0.007690731,0.00006217934],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9942604,0.002387436,0.00003511442,0.000188679,0.0001187587,0.0002453355,5.805416e-7,0.00001248505,0.002751233],"genre_scores_gemma":[0.9981875,0.00004627038,0.0008049535,0.00004372306,0.00003035039,0.00003223013,0.000004535832,0.000007920131,0.0008424675],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5078228,"threshold_uncertainty_score":0.1995066,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04023291461437632,"score_gpt":0.299437849901997,"score_spread":0.2592049352876207,"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."}}