{"id":"W4415676377","doi":"10.64899/2151-0407.1464","title":"Full Issue 15(4) 2023","year":2023,"lang":"en","type":"article","venue":"Journal of Comparative & International Higher Education","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Scholarship; Higher education; Comparative education; International education","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0008550329,0.0001458994,0.0003192713,0.0005399849,0.0003689613,0.00001659178,0.0004032215,0.0001204555,0.007336729],"category_scores_gemma":[0.00007188837,0.0001282057,0.0001042087,0.0006266948,0.00004809908,0.0003041745,0.00005281369,0.0006539625,0.006188435],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004147685,"about_ca_system_score_gemma":0.001724452,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005113044,"about_ca_topic_score_gemma":0.00002750189,"domain_scores_codex":[0.997458,0.0002908638,0.001198463,0.0001804209,0.0005291427,0.0003431402],"domain_scores_gemma":[0.9960735,0.0005645626,0.001164147,0.00019988,0.001681232,0.0003166256],"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":[0.000211264,0.0002092804,0.005873267,0.00006428524,0.00005219432,0.000001319724,0.001059787,0.00006518704,0.0004408289,0.05521496,0.9337747,0.003032895],"study_design_scores_gemma":[0.0004898981,0.0001124021,0.1342656,0.0001459026,0.00001514534,0.000007061254,0.001177014,0.00007030024,0.00002197333,0.005447137,0.8581644,0.00008323244],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.504556,0.001869659,0.0007495717,0.1081299,0.05409877,0.002846437,0.00008859095,0.0001969987,0.3274641],"genre_scores_gemma":[0.8628754,0.000607936,0.001117929,0.004270855,0.008319158,0.001196194,0.0001617037,0.00002560106,0.1214252],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3583194,"threshold_uncertainty_score":0.9945853,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1151845743672701,"score_gpt":0.5358796872898761,"score_spread":0.4206951129226061,"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."}}