{"id":"W4399907900","doi":"10.1002/9781119830306.ch9","title":"Biomedical Engineering","year":2024,"lang":"en","type":"other","venue":"","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Prince Edward Island","funders":"","keywords":"Computer science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009241253,0.000976461,0.0005247346,0.001452279,0.001381824,0.003487364,0.001247065,0.001769206,0.1356623],"category_scores_gemma":[0.002328275,0.0003786715,0.0005461184,0.001177875,0.0009790036,0.002203223,0.002920988,0.001624044,0.09496079],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00108139,"about_ca_system_score_gemma":0.001638497,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001033728,"about_ca_topic_score_gemma":0.001170871,"domain_scores_codex":[0.9984185,0.0001365738,0.00007408655,0.0002152377,0.001040233,0.0001154062],"domain_scores_gemma":[0.9988735,0.000148919,0.00007520638,0.0001608119,0.0006332297,0.0001082211],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009101244,0.00008747841,0.000568469,0.001428139,0.00002920485,0.0003588026,0.0002830127,0.001963702,0.02275009,0.1198527,0.2957012,0.5568863],"study_design_scores_gemma":[0.000005160449,0.00003381519,0.0001948192,0.000172269,0.000004728297,0.0002809849,0.00005631243,0.0008132521,0.003490342,0.008034246,0.9869013,0.00001267648],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003290164,0.01842712,0.06410297,0.006316524,0.00756781,0.0002570669,0.001065725,0.002100396,0.8968723],"genre_scores_gemma":[0.05572043,0.03026121,0.04036955,0.003864114,0.001820425,0.0003090299,0.002099618,0.0006302491,0.8649253],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8643377,"threshold_uncertainty_score":0.4538357,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003459731114673897,"score_gpt":0.1837510918037569,"score_spread":0.180291360689083,"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."}}