{"id":"W4365455498","doi":"10.3389/fpubh.2023.1144716","title":"Evaluation of a virtual, simulated international public health peer-to-peer exchange learning experience","year":2023,"lang":"en","type":"article","venue":"Frontiers in Public Health","topic":"Global Health and Surgery","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Institute of Indigenous Peoples' Health; University of Canberra","keywords":"Medical education; Public health; Global health; Modalities; Session (web analytics); Public relations; Psychology; Medicine; Knowledge management; Computer science; Political science; Sociology; Nursing","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.02351332,0.0001966779,0.0006473507,0.001674888,0.0001790947,0.00004916793,0.0002435403,0.0001421769,0.0002381995],"category_scores_gemma":[0.0100506,0.0002010799,0.00008673302,0.002687153,0.00007301119,0.0003191959,0.0001038974,0.0004625098,0.0000509975],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0022581,"about_ca_system_score_gemma":0.006244311,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007906701,"about_ca_topic_score_gemma":0.00006106304,"domain_scores_codex":[0.9925309,0.001027982,0.001076979,0.0005291346,0.003424768,0.001410257],"domain_scores_gemma":[0.9957913,0.0001095003,0.0003550023,0.0003503928,0.001968143,0.001425698],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008082874,0.0002989133,0.1666853,0.0002149849,0.00005510604,0.00000946089,0.01848492,0.0007160124,0.000003843982,0.0002276857,0.2789847,0.5342383],"study_design_scores_gemma":[0.002410424,0.0006354578,0.1576469,0.0001950857,0.000005880394,0.00001030109,0.0126742,0.1241171,0.000002124709,0.0001005793,0.7020074,0.0001946238],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6547013,0.0007228163,0.006302018,0.3286711,0.005253791,0.001742769,0.00004859583,0.0003094421,0.002248207],"genre_scores_gemma":[0.9873155,0.0003998876,0.001048624,0.008561224,0.0001866645,0.0001027593,0.0005598872,0.00003304697,0.001792431],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5340437,"threshold_uncertainty_score":0.9993894,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1318841114374699,"score_gpt":0.4114897781562085,"score_spread":0.2796056667187386,"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."}}