{"id":"W7070555528","doi":"","title":"Panel Summary: Modernizing the Oversight of the Health Workforce in Ontario","year":2017,"lang":"en","type":"other","venue":"","topic":"Machine Learning in Bioinformatics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Workforce; Workforce development; Workforce planning; Key (lock); Government (linguistics); Public health","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002170971,0.0001686573,0.0001989655,0.00003076714,0.00008089055,0.00001815142,0.0007041618,0.0002277786,0.0001499201],"category_scores_gemma":[0.00004771298,0.00009158844,0.00009698828,0.00002411079,0.0001048972,0.000001148887,0.0003131568,0.000343632,0.000004659602],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004294056,"about_ca_system_score_gemma":0.0003481492,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.06222146,"about_ca_topic_score_gemma":0.4284605,"domain_scores_codex":[0.9992581,0.00006264836,0.0001846095,0.0001532327,0.0001466435,0.0001947674],"domain_scores_gemma":[0.9985284,0.000009636286,0.0004591663,0.0009646972,0.00001144853,0.00002671859],"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":[0.00002453364,0.00002666825,0.01796365,0.0001115766,0.00008000797,4.452043e-7,0.0004679805,0.0002227452,0.0001215149,0.0005168481,0.9774388,0.003025244],"study_design_scores_gemma":[0.0001857083,0.00003784067,0.001641544,0.0002364922,0.000006596197,0.000002398259,0.0000269558,0.0001862767,0.0001048846,0.00001655565,0.9974386,0.0001161253],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0005081972,0.0009112876,0.000419188,0.0005486759,0.0002338327,0.0003396714,0.00001117746,0.000009650113,0.9970183],"genre_scores_gemma":[0.007083095,0.0002818421,0.0006469659,0.0008331509,0.00008675369,0.000005042675,0.00006071364,0.00008429497,0.9909182],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3662391,"threshold_uncertainty_score":0.9440233,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02729134946012607,"score_gpt":0.2668241057634282,"score_spread":0.2395327563033021,"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."}}