{"id":"W4396628657","doi":"10.1016/b978-0-443-13829-4.00025-8","title":"Case studies in basic biomedical research","year":2024,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005933838,0.0002878705,0.0003680449,0.0007287104,0.00003800011,0.00002845405,0.0001550607,0.0004247128,0.0001154822],"category_scores_gemma":[0.00003462655,0.0002527369,0.00008684917,0.00007754577,0.0003298784,0.00002083687,0.0001045574,0.001448105,0.0007278557],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003480763,"about_ca_system_score_gemma":0.0000568038,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":7.827815e-7,"about_ca_topic_score_gemma":0.00001963406,"domain_scores_codex":[0.998492,0.00001147867,0.0003772002,0.0003224804,0.0004051912,0.0003916574],"domain_scores_gemma":[0.9993128,0.000148413,0.00001211269,0.0003033255,0.00005408288,0.0001693317],"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":[0.000001656019,0.000007388257,1.691184e-7,0.003582695,0.0001737975,0.006750756,0.001201864,0.000008080529,0.00003100764,0.004401349,0.007586909,0.9762543],"study_design_scores_gemma":[0.00007996744,0.00002854372,5.489243e-7,0.001606149,0.0000290162,0.0009001452,0.00006433491,0.0003859247,0.00001060475,0.01614874,0.9804742,0.0002717626],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0005073547,0.01730914,0.000002374854,0.0001315527,0.003360614,0.0002526868,0.00002515655,0.0003366775,0.9780744],"genre_scores_gemma":[0.01120184,0.0009245741,0.0001063021,0.00001997298,0.001115683,0.00009335556,0.00002099145,0.0001359264,0.9863814],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9759825,"threshold_uncertainty_score":0.9999925,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07909932077096693,"score_gpt":0.3377073225032494,"score_spread":0.2586080017322825,"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."}}