{"id":"W3080291068","doi":"10.1097/acm.0000000000003494","title":"Foreword: Snapshot 2020","year":2020,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Innovations in Medical Education","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Accreditation; Curriculum; Snapshot (computer storage); Medical education; Higher education; Faculty development; Professional development; Medicine; Political science; Psychology; Pedagogy; Computer science","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":[],"consensus_categories":[],"category_scores_codex":[0.003229217,0.001240377,0.0006982426,0.002483609,0.002160105,0.01117951,0.00149525,0.003565095,0.2166726],"category_scores_gemma":[0.0176536,0.0005911776,0.0007303683,0.003169823,0.0007651082,0.006491377,0.003676559,0.004766306,0.1886848],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002238612,"about_ca_system_score_gemma":0.006442777,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005057176,"about_ca_topic_score_gemma":0.007547841,"domain_scores_codex":[0.997792,0.0004233409,0.0002018066,0.0001861,0.001146527,0.0002501768],"domain_scores_gemma":[0.9923763,0.001121584,0.00044573,0.0007195395,0.003630766,0.001706087],"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":[0.000009093611,0.000003346055,0.00002341402,0.00007498683,7.230287e-7,0.00001021839,0.00001631158,0.000009202534,0.00002281593,0.0007649247,0.9886386,0.0104264],"study_design_scores_gemma":[0.000003160005,0.000005126711,0.0001193208,0.0001156955,8.726274e-7,0.0000146939,0.00003686778,0.000006821402,0.00003487118,0.0003580471,0.9993006,0.000003914248],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.0009700828,0.008952859,0.002953972,0.1149798,0.2871615,0.0008988697,0.04938598,0.006940169,0.5277568],"genre_scores_gemma":[0.009668752,0.01794341,0.008057973,0.09950861,0.05202734,0.001694294,0.0662949,0.006663004,0.7381418],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.2166726,"threshold_uncertainty_score":0.7248422,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0497645927346121,"score_gpt":0.3760183140716283,"score_spread":0.3262537213370162,"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."}}