{"id":"W4396762231","doi":"10.1152/advan.00034.2024","title":"Collaborative online international learning in physiology: a case study","year":2024,"lang":"en","type":"article","venue":"AJP Advances in Physiology Education","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Santander Universities","keywords":"Mathematics education; Computer science; Medical education; Psychology; Medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.00009216548,0.0001263694,0.00014423,0.0002876967,0.00002083627,0.00001292712,0.00009649236,0.00007537546,0.00004173205],"category_scores_gemma":[0.00005309813,0.0001231062,0.00001742934,0.0006155404,0.00004220712,0.0003046338,0.00001970424,0.0003627839,0.0000199448],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001753102,"about_ca_system_score_gemma":0.00009727608,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006534585,"about_ca_topic_score_gemma":0.0002578667,"domain_scores_codex":[0.9992574,0.00005102195,0.000221768,0.0002459655,0.00005875277,0.000165088],"domain_scores_gemma":[0.9997122,0.0001084455,0.00001786482,0.00009613631,0.00003370503,0.00003166631],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00006774052,0.003680138,0.01334589,0.00121568,0.0001829434,0.0002315291,0.03391507,0.326544,0.06886424,0.001340218,0.002013114,0.5485994],"study_design_scores_gemma":[0.001689822,0.0006152931,0.445883,0.001031495,0.00005223248,0.0004257192,0.1017489,0.2849193,0.0007515008,0.01089614,0.1505093,0.001477308],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9895018,0.00457428,0.00008632505,0.0002095064,0.004958584,0.0001846102,0.000005068361,0.0001822838,0.0002975969],"genre_scores_gemma":[0.9978833,0.0008852031,0.0003697273,0.00003246678,0.0004379102,0.000179293,0.0001183134,0.00001820071,0.00007561448],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5471221,"threshold_uncertainty_score":0.5020126,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004930496204011031,"score_gpt":0.306945737761493,"score_spread":0.3020152415574819,"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."}}