{"id":"W4407069012","doi":"10.5116/ijme.676f.ce30","title":"Changing landscape of medical conferences: identifying the goals motivating virtual vs in-person participation","year":2025,"lang":"en","type":"article","venue":"International Journal of Medical Education","topic":"Conferences and Exhibitions Management","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Advancing Health Outcomes; University of British Columbia","funders":"European Respiratory Society","keywords":"Psychology; Medical education; Data science; Medicine; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004174936,0.00005506387,0.0001302632,0.000419299,0.0001121453,0.0001087945,0.0007578951,0.00008939676,0.001436798],"category_scores_gemma":[0.005066753,0.00004110192,0.00006296903,0.0003778407,0.0001381947,0.0002075609,0.00006821634,0.0002447056,0.00000263136],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001092088,"about_ca_system_score_gemma":0.002768516,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001332265,"about_ca_topic_score_gemma":0.001400672,"domain_scores_codex":[0.9967326,0.0002181146,0.0005036099,0.00008552447,0.002323446,0.0001366831],"domain_scores_gemma":[0.998646,0.0003891083,0.0003426893,0.00005737983,0.0004736473,0.00009113251],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004375432,0.0004372806,0.03787807,0.0000265827,0.000110704,0.000008086206,0.03705969,0.00006950461,0.00001171002,0.481699,0.003541573,0.439114],"study_design_scores_gemma":[0.002964967,0.0002073657,0.157826,0.01044077,0.0001400387,0.00001747082,0.7346933,0.02238467,0.0002854948,0.02178923,0.04890756,0.0003431207],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8058184,0.0002860965,0.01238999,0.1659034,0.004625213,0.0001379533,0.000001115301,0.000008137357,0.01082968],"genre_scores_gemma":[0.9977299,0.0004655464,0.00005138757,0.0009493712,0.0005758044,0.000006801248,0.000004534681,0.000002076605,0.0002145848],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6976336,"threshold_uncertainty_score":0.999476,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04941448638203345,"score_gpt":0.4234523990617495,"score_spread":0.3740379126797161,"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."}}