{"id":"W4417335781","doi":"10.22541/au.176581983.36488370/v1","title":"A Data Architecture Framework to Enhance Health Data Ecosystems and Workforce Planning","year":2025,"lang":"","type":"article","venue":"","topic":"Electronic Health Records Systems","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Dalhousie University","funders":"","keywords":"Limiting; Architecture; Health data; Workforce; Ecosystem; Workforce planning; Work (physics); Ecosystem health","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.02023114,0.001080648,0.0004913196,0.005578232,0.004382172,0.00936607,0.003714985,0.002436775,0.003390441],"category_scores_gemma":[0.02158807,0.001050357,0.002256097,0.005331386,0.004410557,0.009266445,0.008889683,0.003526187,0.001168131],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01438214,"about_ca_system_score_gemma":0.05204429,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2566714,"about_ca_topic_score_gemma":0.3109558,"domain_scores_codex":[0.989958,0.004078514,0.00111608,0.001101725,0.002693918,0.001051889],"domain_scores_gemma":[0.9845067,0.003794531,0.0005845596,0.003564903,0.005817975,0.001731311],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00006374207,0.0001754388,0.007779186,0.0005649656,0.00007377952,0.0006286861,0.0105982,0.02953343,0.004956654,0.7488567,0.03196975,0.1647996],"study_design_scores_gemma":[0.00004103431,0.00008795584,0.002147099,0.001178547,0.00008716539,0.0004561629,0.003948808,0.06763835,0.004851628,0.1511568,0.7682423,0.0001642091],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.009477468,0.0005331976,0.9299133,0.01359076,0.0002230792,0.001323956,0.001511871,0.004627455,0.03879897],"genre_scores_gemma":[0.03872716,0.0003738065,0.9533871,0.0006256863,0.00003379339,0.0004132242,0.001916407,0.00031739,0.004205379],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.2566714,"threshold_uncertainty_score":0.5103548,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1760479421942975,"score_gpt":0.5364453576555288,"score_spread":0.3603974154612313,"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."}}