{"id":"W4411989916","doi":"10.5463/thesis.1207","title":"Rethinking Knowledge Integration in Health Through Digital Experimentation","year":2025,"lang":"en","type":"dissertation","venue":"","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Athena Sustainable Materials Institute","funders":"","keywords":"Computer science; Data science; Knowledge management","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.08247938,0.0008852147,0.000895704,0.003408471,0.004141444,0.01459078,0.00402904,0.002939854,0.008338151],"category_scores_gemma":[0.1178935,0.000965911,0.001310221,0.00185021,0.03570848,0.01947647,0.01909555,0.004473862,0.0008983518],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003809787,"about_ca_system_score_gemma":0.004731231,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001447583,"about_ca_topic_score_gemma":0.001516958,"domain_scores_codex":[0.9087802,0.07894831,0.001988099,0.004682953,0.004178338,0.001422141],"domain_scores_gemma":[0.6918541,0.2814597,0.003070836,0.0192619,0.003091213,0.001262265],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0004115092,0.0009827942,0.008356555,0.002010849,0.0002217871,0.0005454945,0.3331648,0.004954387,0.008854799,0.4993712,0.001962479,0.1391634],"study_design_scores_gemma":[0.0006123736,0.0009907229,0.003974735,0.002468195,0.0002116482,0.0005080765,0.1038275,0.01576232,0.00772037,0.7245814,0.1391497,0.0001928472],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.3082806,0.002209356,0.5324979,0.02295286,0.0006299812,0.002243819,0.0003384179,0.000652307,0.1301948],"genre_scores_gemma":[0.7885484,0.0009052228,0.200447,0.002453101,0.0001158338,0.002534022,0.0001822777,0.0002064209,0.0046078],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.08247938,"threshold_uncertainty_score":0.4361979,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01983193371343291,"score_gpt":0.3081450355427925,"score_spread":0.2883131018293597,"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."}}