{"id":"W4225834100","doi":"10.1007/s40037-022-00706-y","title":"The scope of health professions education requires complementary and diverse approaches to knowledge synthesis","year":2022,"lang":"en","type":"article","venue":"Perspectives on Medical Education","topic":"Innovations in Medical Education","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Scope (computer science); Medical education; Health professions; Knowledge management; Computer science; Data science; Medicine; Health care; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002137906,0.0001337367,0.0002470987,0.0003361463,0.001068963,0.00001448392,0.0002270502,0.00004605652,0.0007548457],"category_scores_gemma":[0.004987642,0.0001027137,0.00004492069,0.0008345295,0.0003160236,0.00006249277,0.0001662277,0.000456,0.0000113735],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008176255,"about_ca_system_score_gemma":0.005958075,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002753862,"about_ca_topic_score_gemma":0.00002675621,"domain_scores_codex":[0.9976202,0.0004694428,0.0004938896,0.0003728566,0.0008130002,0.0002306101],"domain_scores_gemma":[0.9986233,0.0003285303,0.0002212048,0.0004040298,0.0002256529,0.0001973348],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001284034,0.004525332,0.001335578,0.0001697507,0.00004809178,1.425377e-7,0.03775172,0.000001383759,0.00003390238,0.05822806,0.1128559,0.7849218],"study_design_scores_gemma":[0.0005160712,0.0008470873,0.06671106,0.000817142,0.00007669654,0.0000362091,0.8315834,0.0002230564,0.0001342868,0.001222093,0.09762391,0.0002090108],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5663877,0.009301796,0.0003487544,0.4087614,0.002727114,0.002573956,0.00001646149,0.00006829256,0.009814499],"genre_scores_gemma":[0.9901891,0.000514266,0.002168554,0.004510918,0.0003673368,0.001338034,0.00008487677,0.00002162112,0.0008052482],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7938316,"threshold_uncertainty_score":0.9996772,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09589370755567095,"score_gpt":0.4124908205513486,"score_spread":0.3165971129956776,"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."}}