{"id":"W3199316550","doi":"10.36834/cmej.72607","title":"Stethopedia: an e-learning resource for medical students to supplement Canadian clinical skills education","year":2021,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Innovations in Medical Education","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"McMaster University","keywords":"Curriculum; Medical education; Library science; Psychology; Medicine; Humanities; Pedagogy; Computer science; Philosophy","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001234598,0.00068292,0.000467611,0.004129308,0.001445727,0.001982855,0.001487915,0.0008668,0.1459278],"category_scores_gemma":[0.007649033,0.0003122408,0.0004537303,0.002698965,0.0005031266,0.0016632,0.003539396,0.0009950451,0.02921538],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002658478,"about_ca_system_score_gemma":0.02321495,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.200479,"about_ca_topic_score_gemma":0.5337244,"domain_scores_codex":[0.9992187,0.00009499123,0.00005453649,0.00004899878,0.0003871591,0.000195658],"domain_scores_gemma":[0.9939903,0.0008408207,0.0002092079,0.000278667,0.001825828,0.002855132],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001203458,0.0001575575,0.001619112,0.0006149316,0.0000101201,0.0002844424,0.000354397,0.00008467236,0.001342361,0.0007570697,0.6158736,0.3787814],"study_design_scores_gemma":[0.00009279591,0.00009085532,0.008959956,0.0004702086,0.00002155769,0.000479878,0.0004124056,0.0003185997,0.001040083,0.0004983214,0.9875364,0.00007901216],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04142009,0.01244965,0.0337704,0.03189787,0.007839371,0.00355597,0.06847577,0.05862563,0.7419653],"genre_scores_gemma":[0.1560057,0.023173,0.189716,0.01261929,0.0030611,0.00165009,0.06141071,0.007961846,0.5444023],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.799521,"threshold_uncertainty_score":0.4881772,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01601294808804211,"score_gpt":0.4308023126942965,"score_spread":0.4147893646062544,"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."}}