{"id":"W4283738675","doi":"10.7312/lowe20576-002","title":"ACKNOWLEDGMENTS","year":2022,"lang":"en","type":"book-chapter","venue":"Columbia University Press eBooks","topic":"Empathy and Medical Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Birkbeck, University of London; Tel Aviv University; University of Toronto; York University; University of Pittsburgh; North Carolina State University; Ohio State University; University of Southern California; Emory University; Ohio State University Press","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00008173149,0.000153782,0.0003197926,0.00008126173,0.0002126833,0.00001683234,0.0001958751,0.0002652456,0.004948067],"category_scores_gemma":[0.00002627969,0.0002402427,0.0001763883,0.000007150007,0.0001445412,0.00003431884,0.0002488365,0.0006572628,0.00004241566],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004006396,"about_ca_system_score_gemma":0.0004284953,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005229419,"about_ca_topic_score_gemma":0.0001297904,"domain_scores_codex":[0.998966,0.00002122869,0.0001327473,0.0003493772,0.0003489141,0.0001817326],"domain_scores_gemma":[0.9990391,0.00003490277,0.0001192411,0.0004127228,0.0001112475,0.0002828525],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006281667,0.0003711561,0.00006386729,0.001013412,0.001038388,0.001908431,0.009753628,7.474264e-7,0.0000346179,0.2134278,0.7100448,0.06171504],"study_design_scores_gemma":[0.0009032545,0.0001713247,0.00006725584,0.0001855812,0.0004775352,0.00002189217,0.000354061,0.000003920275,0.000009358469,0.0002204045,0.9973889,0.0001965209],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0004852716,0.0001341864,0.000005937583,0.00004670536,0.0006568235,0.0005260571,0.00006377664,0.0001014999,0.9979798],"genre_scores_gemma":[0.001064931,0.0001609406,0.00005966123,0.000220899,0.0001976865,0.000002087474,0.0001643798,0.0000346801,0.9980947],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2873441,"threshold_uncertainty_score":0.9959615,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03163762986876922,"score_gpt":0.2355648146178186,"score_spread":0.2039271847490493,"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."}}