{"id":"W3213138865","doi":"10.33137/aestimatio.v2i1.37740","title":"Galen: A Thinking Doctor in Imperial Rome by Vivian Nutton","year":2021,"lang":"en","type":"article","venue":"Aestimatio Sources and Studies in the History of Science","topic":"History of Medicine Studies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Scholarship; License; Popularity; Classics; History; Library science; Law; Political science; Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001177494,0.0001288516,0.0003090344,0.0001494143,0.0005969834,0.00002671129,0.0003297065,0.00001595015,0.00009529506],"category_scores_gemma":[0.0003853409,0.00009061342,0.00002992437,0.0001063729,0.008941262,0.0002532089,0.0001333931,0.0001345825,0.000003204944],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000326473,"about_ca_system_score_gemma":0.0001215708,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003213341,"about_ca_topic_score_gemma":0.001428317,"domain_scores_codex":[0.9986613,0.00007108107,0.0003035837,0.000263321,0.000473062,0.0002276141],"domain_scores_gemma":[0.9993631,0.0001955364,0.0001191673,0.0001753965,0.0001198463,0.00002693415],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000007871498,0.00005056822,0.0005601865,0.00009122234,0.00001016145,0.00001525728,0.963168,0.000006532301,0.0002848663,0.01186205,0.02306985,0.0008734498],"study_design_scores_gemma":[0.0007864665,0.0002188111,0.002145813,0.0004272816,0.00003374322,0.00002098849,0.2863996,0.0002064906,0.00003635817,0.002998036,0.7064126,0.0003137921],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9032114,0.05824121,0.000004499861,0.001426321,0.002597757,0.0001413073,0.000005765944,0.00001821504,0.03435357],"genre_scores_gemma":[0.9936111,0.0005346293,0.0001994296,0.0004170609,0.0001277729,0.00001951135,8.100361e-7,0.000005891944,0.005083798],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6833428,"threshold_uncertainty_score":0.9937558,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05785772728919351,"score_gpt":0.2796900911934626,"score_spread":0.2218323639042691,"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."}}