{"id":"W7160707117","doi":"10.2196/89064","title":"Development and usability of an e-learning tool for blended learning in pediatric endocrinology : a formative pilot study. (Preprint)","year":2025,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Social Media in Health Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Formative assessment; Usability; Blended learning; Pediatric endocrinology; Educational technology; E learning","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02221595,0.001077696,0.0008449737,0.001500831,0.0008858986,0.002906119,0.001822755,0.001574766,0.003293679],"category_scores_gemma":[0.06053425,0.0005617997,0.00116303,0.0006759244,0.0008253453,0.002381826,0.002464567,0.001145849,0.000822417],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007839829,"about_ca_system_score_gemma":0.001912837,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006365958,"about_ca_topic_score_gemma":0.000636103,"domain_scores_codex":[0.9922572,0.004558575,0.0008418876,0.0006553008,0.00130697,0.0003800963],"domain_scores_gemma":[0.9476054,0.04085077,0.001076578,0.002711576,0.006483218,0.001272473],"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":[0.005344133,0.03787613,0.03993679,0.005389804,0.0003158173,0.001227679,0.05822138,0.001925625,0.04944915,0.0007101133,0.003376429,0.796227],"study_design_scores_gemma":[0.008827845,0.2313349,0.3553238,0.007299588,0.002953048,0.004944691,0.07854906,0.03062483,0.2093535,0.003187537,0.06636074,0.001240403],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9659922,0.0002337818,0.02470517,0.0002001305,0.0001566595,0.006527841,0.0002949298,0.0003887676,0.001500684],"genre_scores_gemma":[0.8226355,0.0006324331,0.1596288,0.0003410114,0.0001282468,0.0118663,0.0006404378,0.0002543793,0.003872898],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02221595,"threshold_uncertainty_score":0.1174906,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1570278630637332,"score_gpt":0.5018854233053931,"score_spread":0.3448575602416599,"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."}}