{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002897014,0.002146483,0.002145924,0.005821135,0.003865496,0.01488972,0.002188261,0.006641178,0.7309185],"category_scores_gemma":[0.01007477,0.00125179,0.001622605,0.004638875,0.001546824,0.005055456,0.004023497,0.004065689,0.5333351],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002114089,"about_ca_system_score_gemma":0.005214142,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004416967,"about_ca_topic_score_gemma":0.007541357,"domain_scores_codex":[0.9975711,0.0002169107,0.0002176453,0.0002531101,0.001305278,0.0004360411],"domain_scores_gemma":[0.9865196,0.00149973,0.001004545,0.0007193105,0.005264403,0.004992492],"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":[0.0000376916,0.00006208318,0.00027723,0.0001766475,0.000004847243,0.00004222129,0.000007140107,0.00001863039,0.0001231943,0.0002081392,0.978437,0.02060524],"study_design_scores_gemma":[0.0001043607,0.00004166889,0.003219008,0.000748844,0.000005394636,0.0001281904,0.00005012328,0.0000990596,0.0001537252,0.0006046543,0.9948243,0.00002072183],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001702185,0.005806028,0.001015693,0.0249615,0.3922963,0.001824728,0.0150983,0.002711903,0.5545834],"genre_scores_gemma":[0.003607893,0.00326491,0.001121137,0.02866567,0.1341611,0.0008679421,0.01044796,0.00130613,0.8165573],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2690815,"threshold_uncertainty_score":0.383812,"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."}}