{"id":"W3124050705","doi":"10.12688/f1000research.40666.1","title":"6th European Student Council Symposium (ESCS): overcoming obstacles to enhance virtuality, connectivity, inclusivity and community engagement","year":2021,"lang":"en","type":"preprint","venue":"F1000Research","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Virtuality (gaming); Political science; Face (sociological concept); Library science; Social media; Event (particle physics); Public relations; Operations research; Sociology; Computer science; Social science; Law; Engineering; Physics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01593014,0.0007892701,0.0005631233,0.0008734592,0.002602215,0.007256438,0.001743351,0.005105926,0.04276309],"category_scores_gemma":[0.01737654,0.0002970177,0.000760551,0.0006561374,0.002041079,0.004008294,0.00979183,0.004629674,0.01112843],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002215632,"about_ca_system_score_gemma":0.009032362,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001600475,"about_ca_topic_score_gemma":0.004652603,"domain_scores_codex":[0.9921488,0.003327549,0.0003706531,0.0005613306,0.002194338,0.001397315],"domain_scores_gemma":[0.9750425,0.002836047,0.0009844169,0.0009075492,0.004514605,0.01571493],"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":[0.0001316623,0.00006245417,0.0007302395,0.0004687312,0.0000214437,0.0001413976,0.001160176,0.0002297984,0.00070472,0.01332025,0.8849499,0.09807931],"study_design_scores_gemma":[0.00001182588,0.00004249589,0.0008983066,0.0001835934,0.000005501336,0.0000558165,0.0006201946,0.00005387817,0.0002204608,0.001586114,0.9963103,0.00001150794],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.02482154,0.05116707,0.01856828,0.4310802,0.2907957,0.0004286989,0.001559435,0.001295675,0.1802835],"genre_scores_gemma":[0.2443363,0.03685774,0.03404693,0.06699325,0.09706806,0.00101593,0.004852865,0.002336439,0.5124925],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.04276309,"threshold_uncertainty_score":0.1430568,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09181802545540393,"score_gpt":0.3440566710524312,"score_spread":0.2522386455970272,"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."}}