{"id":"W4384469217","doi":"10.21203/rs.3.rs-2316305/v1","title":"Protocol for a scoping review study on learning plan use in undergraduate medical education","year":2023,"lang":"en","type":"review","venue":"Research Square","topic":"Innovations in Medical Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"University of Ottawa","keywords":"Protocol (science); Plan (archaeology); Medical education; Computer science; Engineering management; Medicine; Engineering; Geography; Alternative medicine; Archaeology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.08138652,0.004927383,0.01435512,0.01729285,0.007625492,0.009941777,0.002870229,0.01085003,0.1629179],"category_scores_gemma":[0.1377724,0.007234637,0.01540993,0.01052853,0.005940666,0.006560009,0.00658618,0.01290229,0.03035539],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01329595,"about_ca_system_score_gemma":0.05232077,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005828326,"about_ca_topic_score_gemma":0.01583077,"domain_scores_codex":[0.9356129,0.02689476,0.02431387,0.003491731,0.006938338,0.002748456],"domain_scores_gemma":[0.8956853,0.0425247,0.02027565,0.008003931,0.03010519,0.003405264],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.04316297,0.002107584,0.002002715,0.6524563,0.006142812,0.0008588341,0.007650476,0.001461267,0.005074596,0.0135811,0.1253285,0.1401729],"study_design_scores_gemma":[0.114639,0.005158014,0.007651395,0.4879326,0.008999453,0.000420737,0.00582772,0.001256972,0.003636335,0.01634847,0.3474189,0.0007104462],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0005945386,0.001929194,0.001496215,0.0007169032,0.0009015237,0.9879364,0.004874484,0.0001300515,0.001420537],"genre_scores_gemma":[0.0005898186,0.0004823665,0.001892293,0.000303616,0.00005401396,0.9958822,0.0002746927,0.00001159149,0.0005095559],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.1629179,"threshold_uncertainty_score":0.5450146,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.516473448355694,"score_gpt":0.6670139338315465,"score_spread":0.1505404854758525,"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."}}