{"id":"W4417178998","doi":"10.18192/uojm.v15i2.7448","title":"Digital Learning Tools: Findings from a National Survey of Canadian Medical Learners","year":2025,"lang":"en","type":"article","venue":"University of Ottawa Journal of Medicine","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; University of Ottawa","funders":"","keywords":"Scope (computer science); Descriptive statistics; Focus group; Medical school","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.005135417,0.00027764,0.0005458971,0.003022769,0.003348141,0.002690351,0.00129738,0.0006724922,0.003260007],"category_scores_gemma":[0.01515725,0.0002857843,0.0004954464,0.006705009,0.0010263,0.001012068,0.002006423,0.0008287541,0.0005315238],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0224832,"about_ca_system_score_gemma":0.05069797,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9651051,"about_ca_topic_score_gemma":0.9714351,"domain_scores_codex":[0.9950211,0.0003958903,0.0003726405,0.0003691195,0.002743449,0.001097759],"domain_scores_gemma":[0.9856573,0.001641089,0.00189663,0.0002076298,0.007355541,0.003241702],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009501023,0.000152421,0.9146881,0.0007344444,0.00002780435,0.0001908938,0.0248307,0.00005703199,0.0002423777,0.0002104536,0.008750836,0.05002004],"study_design_scores_gemma":[0.00001068323,0.00007257885,0.9591216,0.000347646,0.00002072553,0.0000693758,0.0276399,0.0001206029,0.0001041046,0.00003011658,0.01243131,0.00003137593],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.971763,0.002154679,0.0002530276,0.004363083,0.00005212287,0.0003791079,0.00898187,0.00004153395,0.01201159],"genre_scores_gemma":[0.98902,0.003227511,0.0008600587,0.001488806,0.00002907311,0.0002342742,0.002404208,0.00002132664,0.002714482],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03489488,"threshold_uncertainty_score":0.1631278,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06165646066980235,"score_gpt":0.3477040862356676,"score_spread":0.2860476255658652,"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."}}