{"id":"W4401706922","doi":"10.34172/ijhpm.8611","title":"Strengthening the Workforce for Equity-Centered Learning Health Systems: Reflections on Embedded Research and Research Generalism Comment on \"Early Career Outcomes of Embedded Research Fellows: An Analysis of the Health System Impact Fellowship Program\"","year":2024,"lang":"en","type":"article","venue":"International Journal of Health Policy and Management","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"NOSM University; Thunder Bay Regional Research Institute","funders":"","keywords":"Workforce; General partnership; Equity (law); Health equity; Medical education; Public relations; Workforce development; Psychology; Affect (linguistics); Business; Nursing; Knowledge management; Medicine; Political science; Public health; Economic growth; Economics; Computer science","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.04684668,0.0006046586,0.0007916423,0.0009269097,0.02779217,0.01483563,0.009355187,0.01975441,0.004804079],"category_scores_gemma":[0.09081103,0.0006438871,0.001207382,0.00237117,0.0446999,0.01032481,0.009818468,0.03767031,0.0007081048],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.08801711,"about_ca_system_score_gemma":0.2241039,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.857372,"about_ca_topic_score_gemma":0.9044192,"domain_scores_codex":[0.9629047,0.01514659,0.001226808,0.002345705,0.01020466,0.008171488],"domain_scores_gemma":[0.8455303,0.09458007,0.00629089,0.002792297,0.02878523,0.02202115],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.00007203375,0.00003916284,0.002424227,0.0005346327,0.00002475745,0.001071856,0.1773347,0.0004847765,0.0005438521,0.06128296,0.7423975,0.01378956],"study_design_scores_gemma":[0.00005377677,0.00006150356,0.006723504,0.002007012,0.00004549903,0.0003697964,0.2773551,0.0006370046,0.0007694705,0.02139556,0.690285,0.0002967665],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.003394886,0.001032601,0.0003737189,0.9911912,0.001703999,0.00001569504,0.00005370921,0.00001597355,0.002218191],"genre_scores_gemma":[0.1095827,0.003207274,0.001374901,0.8739849,0.002813332,0.0001286773,0.00005343463,0.0001154992,0.008739331],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9531533,"threshold_uncertainty_score":0.6386119,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5445134239822562,"score_gpt":0.6683911553766007,"score_spread":0.1238777313943444,"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."}}