{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009728949,0.0005459743,0.0004329312,0.001048078,0.006518894,0.003397207,0.002092623,0.007423305,0.0237145],"category_scores_gemma":[0.01205805,0.0005082519,0.0007863839,0.001590478,0.002079783,0.001576508,0.00203572,0.005417563,0.004431209],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03825727,"about_ca_system_score_gemma":0.1983128,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8896149,"about_ca_topic_score_gemma":0.9635258,"domain_scores_codex":[0.993766,0.0003477173,0.0002137493,0.0002921186,0.004053107,0.001327446],"domain_scores_gemma":[0.9719824,0.001937844,0.0005337881,0.0005398156,0.01721767,0.007788452],"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":[0.00001350149,0.000008701897,0.0009866375,0.00006376911,0.00000323649,0.00005692529,0.0002360991,0.00004842636,0.0001980932,0.0009674315,0.992633,0.004784112],"study_design_scores_gemma":[0.00001797498,0.000007709312,0.006961473,0.0001459629,0.00000789781,0.00001558438,0.0004934136,0.0000640108,0.0001307914,0.0002765205,0.9918596,0.00001912119],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.007602525,0.004252223,0.002177024,0.7458652,0.02043018,0.001642553,0.02020477,0.0003752801,0.1974503],"genre_scores_gemma":[0.04001693,0.00757428,0.004608389,0.1974466,0.008344089,0.001111568,0.01179796,0.0004135402,0.7286866],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9617428,"threshold_uncertainty_score":0.2775772,"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."}}