{"id":"W177271875","doi":"10.33137/aestimatio.v5i0.25882","title":"Seeing the Face, Seeing the Soul: Polemon's Physiognomy from Classical Antiquity to Medieval Islam","year":2015,"lang":"en","type":"book","venue":"Aestimatio Sources and Studies in the History of Science","topic":"Archaeology and Historical Studies","field":"Arts and Humanities","cited_by":179,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Physiognomy; Islam; Classics; Literature; Late Antiquity; Arabic; History; Classical period; Art; Philosophy; Linguistics; Anthropology; Sociology; Archaeology","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":["sts"],"category_scores_codex":[0.001832203,0.0003135496,0.0005863833,0.0001190534,0.00285257,0.00003948191,0.001279405,0.00006823844,0.00002835934],"category_scores_gemma":[0.0004368529,0.000148117,0.00009997312,0.00008746787,0.03189233,0.0001650412,0.001028181,0.0005628783,0.00001229404],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006151182,"about_ca_system_score_gemma":0.0002867116,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004941894,"about_ca_topic_score_gemma":0.002228145,"domain_scores_codex":[0.9977881,0.0001556993,0.0004077046,0.0004493227,0.0008292221,0.0003700039],"domain_scores_gemma":[0.9978024,0.001167479,0.000331653,0.0004071504,0.0002355409,0.00005574288],"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":[0.00001622033,0.00001928911,0.00003264805,0.00004066865,0.00006328584,0.000004073695,0.7791384,0.00004809575,0.000001990498,0.03067076,0.1878721,0.002092522],"study_design_scores_gemma":[0.0001087616,0.0001177305,0.0002288957,0.0001680218,0.0001064496,0.000002470839,0.06849832,0.0003367861,4.27561e-7,0.02157303,0.9086379,0.0002211582],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02855726,0.2001421,0.0002872124,0.02385153,0.009826929,0.00172727,0.0001277075,0.0001160761,0.735364],"genre_scores_gemma":[0.651938,0.001327109,0.0001968877,0.002494118,0.001463293,0.0001052828,0.000006098245,0.00003301449,0.3424362],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7207659,"threshold_uncertainty_score":0.9984456,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1025334320565906,"score_gpt":0.2927443328952081,"score_spread":0.1902109008386175,"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."}}