{"id":"W379675321","doi":"10.33137/aestimatio.v3i0.25773","title":"Re-Inventions: Essays on Hellenistic and Early Roman Science","year":2015,"lang":"en","type":"article","venue":"Aestimatio Sources and Studies in the History of Science","topic":"Historical, Religious, and Philosophical Studies","field":"Arts and Humanities","cited_by":18,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"History; Classics; Art","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":[0.001430727,0.0001174319,0.0002198868,0.0001916134,0.001332724,0.00005871562,0.0003605128,0.00001390063,0.000004586742],"category_scores_gemma":[0.0006337823,0.00007473739,0.0000229123,0.0001654385,0.02484573,0.0002242898,0.0001419755,0.0001029996,0.000005349397],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002601771,"about_ca_system_score_gemma":0.00008671056,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003630496,"about_ca_topic_score_gemma":0.0001662128,"domain_scores_codex":[0.9986622,0.00003712477,0.0002330233,0.0002784143,0.0005821006,0.0002071432],"domain_scores_gemma":[0.9992239,0.0002044266,0.0001130894,0.0001767125,0.0002060475,0.00007576997],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001416328,0.00006736098,0.0005039945,0.00005378159,0.000007903177,0.000003865859,0.5181081,0.00001607515,0.00001006985,0.4732451,0.007271361,0.0006981879],"study_design_scores_gemma":[0.001061292,0.002552748,0.003806859,0.0005732899,0.0001167077,0.00001729837,0.1596248,0.001177095,0.000009197704,0.4404911,0.3897879,0.0007816259],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7105863,0.04678736,0.00001361223,0.002196738,0.002030658,0.0002632464,0.000004081042,0.00003649619,0.2380815],"genre_scores_gemma":[0.9979025,0.0004250795,0.0001129046,0.0002111415,0.00007894516,0.00001528007,8.771354e-8,0.000003515476,0.001250559],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3825166,"threshold_uncertainty_score":0.9999674,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1794467192768817,"score_gpt":0.3067984736886692,"score_spread":0.1273517544117876,"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."}}