{"id":"W4386778537","doi":"10.21203/rs.3.rs-3283144/v1","title":"Assessment approaches in undergraduate health professions education: Towards the development of feasible assessment approaches for low-resource settings","year":2023,"lang":"en","type":"preprint","venue":"Research Square","topic":"Innovations in Medical Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Resource (disambiguation); Test (biology); Process (computing); Health assessment; Authentic assessment; Medical education; Management science; Knowledge management; Computer science; Medicine; Psychology; Engineering; Pedagogy; Curriculum","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.3183789,0.001335218,0.00278216,0.01995067,0.004010217,0.01868971,0.006483065,0.003751143,0.002732615],"category_scores_gemma":[0.3782773,0.001494684,0.003916488,0.01289146,0.007858153,0.02568797,0.01700333,0.008193255,0.001000431],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0188179,"about_ca_system_score_gemma":0.07945708,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007094389,"about_ca_topic_score_gemma":0.009440444,"domain_scores_codex":[0.7025852,0.2300826,0.0289263,0.005101286,0.03147894,0.001825693],"domain_scores_gemma":[0.4983051,0.3808228,0.02381928,0.01764761,0.07227281,0.007132443],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0000906303,0.0007471718,0.008094791,0.04390391,0.0003127707,0.0002255994,0.03306527,0.001925405,0.0006571777,0.09019679,0.006375793,0.8144047],"study_design_scores_gemma":[0.000477337,0.0009531471,0.02264148,0.3387915,0.0008004041,0.001044343,0.06858819,0.01310588,0.002278121,0.3435208,0.2072659,0.0005328493],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.04175945,0.1249874,0.6664116,0.09705234,0.00226901,0.01872928,0.0006426489,0.0007834201,0.04736486],"genre_scores_gemma":[0.09396607,0.02387214,0.8663891,0.00301347,0.0002000447,0.01145406,0.0002853754,0.00006864559,0.0007511351],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.3183789,"threshold_uncertainty_score":0.8405602,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3516268665061132,"score_gpt":0.5246339107556762,"score_spread":0.173007044249563,"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."}}