{"id":"W2979385919","doi":"10.2196/13004","title":"A 9-Step Theory- and Evidence-Based Postgraduate Medical Digital Education Development Model: Empirical Development and Validation","year":2019,"lang":"en","type":"article","venue":"JMIR Medical Education","topic":"Innovations in Medical Education","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Graduation (instrument); Curriculum; Medical education; Psychological intervention; Computer science; Instructional design; Intervention (counseling); Work (physics); Mathematics education; Psychology; Pedagogy; Medicine; Multimedia; Engineering; Nursing","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":[0.06948858,0.002231421,0.001988913,0.006185722,0.004239197,0.004960646,0.005603464,0.003113016,0.00520945],"category_scores_gemma":[0.08428867,0.002055712,0.004182939,0.004751773,0.004206144,0.007333035,0.006386187,0.004085652,0.00124225],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01589741,"about_ca_system_score_gemma":0.04923751,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006048376,"about_ca_topic_score_gemma":0.0114331,"domain_scores_codex":[0.958143,0.02601296,0.005029844,0.002919082,0.007070446,0.0008246634],"domain_scores_gemma":[0.8905202,0.07108755,0.005620968,0.00652303,0.02440887,0.001839396],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001401254,0.01141883,0.08042308,0.02815652,0.0009764401,0.001085809,0.07703468,0.02620712,0.00464502,0.0911377,0.01196286,0.6655506],"study_design_scores_gemma":[0.00707741,0.01810033,0.1362968,0.07746043,0.004886356,0.002671669,0.1803014,0.2319352,0.03367935,0.1480463,0.1583052,0.00123961],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.3203557,0.001686884,0.4407175,0.007867604,0.0004375007,0.1930489,0.00335182,0.0007008056,0.03183333],"genre_scores_gemma":[0.1059623,0.0004861425,0.8390059,0.0004621455,0.00000908141,0.05250676,0.0008127162,0.00002758674,0.0007273746],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.06948858,"threshold_uncertainty_score":0.3674952,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0296738130160897,"score_gpt":0.3805410714836353,"score_spread":0.3508672584675456,"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."}}