{"id":"W4205102419","doi":"10.22454/fammed.2022.598895","title":"Students of Change: Health Policy in Action","year":2022,"lang":"en","type":"article","venue":"Family Medicine","topic":"Nursing Education, Practice, and Leadership","field":"Nursing","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Department of Family and Community Medicine, University of Toronto","keywords":"Action (physics); Curriculum; Health policy; Test (biology); Call to action; Health education","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001124378,0.00008019486,0.0002017867,0.0004402565,0.0001256468,0.000003995522,0.0001811515,0.00002389876,0.00007758276],"category_scores_gemma":[0.0001684025,0.00008009282,0.00001805573,0.0006993535,0.00006163348,0.0001052772,0.00001150992,0.0002700145,0.000005309331],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000465701,"about_ca_system_score_gemma":0.0001102078,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01744588,"about_ca_topic_score_gemma":0.0002427445,"domain_scores_codex":[0.9984416,0.0003519252,0.0002724008,0.0001616906,0.0005502272,0.0002221285],"domain_scores_gemma":[0.9993957,0.0001110553,0.0002023309,0.0001950668,0.00002577574,0.000070038],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.001654709,0.002582142,0.2908123,0.0008094408,0.00004605429,0.000007735747,0.3556142,0.00003405899,0.006757671,0.001231797,0.157689,0.1827608],"study_design_scores_gemma":[0.001428677,0.001036947,0.818751,0.0001615299,0.00001584339,0.00001042082,0.05109679,0.00001531611,0.00005626392,0.0002771147,0.1270687,0.00008138274],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7501324,0.002289308,0.00000970208,0.2400675,0.005843131,0.0004651933,0.000004752597,0.0000441723,0.00114379],"genre_scores_gemma":[0.9853086,0.0001062006,0.0000296649,0.01284478,0.001211887,0.00004754969,0.00003412795,0.00001660211,0.0004005666],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5279387,"threshold_uncertainty_score":0.9890971,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2155613255537298,"score_gpt":0.4779819193804407,"score_spread":0.2624205938267109,"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."}}