{"id":"W4394604576","doi":"10.1186/s12909-024-05351-z","title":"Voices of conference attendees: how should future hybrid conferences be designed?","year":2024,"lang":"en","type":"article","venue":"BMC Medical Education","topic":"Conferences and Exhibitions Management","field":"Social Sciences","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Advancing Health Outcomes; University of British Columbia","funders":"European Respiratory Society","keywords":"Medical education; Preference; Best practice; Descriptive statistics; Psychology; Computer science; Medicine; Political 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":[0.0009550171,0.0001226148,0.0001787972,0.0001434368,0.0002046102,0.000380814,0.00039452,0.0001173902,0.004450204],"category_scores_gemma":[0.0007294897,0.0001018193,0.00008572079,0.000333748,0.0004250099,0.0004069898,0.00004518443,0.0001705873,0.00002780156],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000620315,"about_ca_system_score_gemma":0.008569814,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002174318,"about_ca_topic_score_gemma":0.01076735,"domain_scores_codex":[0.9979867,0.0002384916,0.000235477,0.0003077296,0.0009867215,0.0002448201],"domain_scores_gemma":[0.9989332,0.0003204538,0.00008175396,0.0001741404,0.0002329995,0.0002574533],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000006204771,0.0001614777,0.0009207797,0.0002914221,0.00002543977,0.000002279606,0.006653029,6.386355e-7,0.00001560357,0.7715229,0.06962388,0.1507764],"study_design_scores_gemma":[0.0001401231,0.00009004024,0.001479008,0.0007412335,0.00008417494,0.000002951481,0.1090804,0.001406329,0.0001005762,0.01425366,0.8723371,0.0002844538],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2177375,0.007108368,0.07884636,0.4081761,0.01433871,0.001575329,0.00005948621,0.0006228393,0.2715354],"genre_scores_gemma":[0.9892528,0.001360444,0.0006580685,0.0005544515,0.00130743,0.00007017117,0.00004985908,0.000007141612,0.006739624],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8027132,"threshold_uncertainty_score":0.9970507,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07738665049067467,"score_gpt":0.372837808778581,"score_spread":0.2954511582879064,"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."}}