{"id":"W3211518921","doi":"10.33137/aestimatio.v5i0.26254","title":"The Oxford Handbook of Engineering and Technology in the Classical World","year":2016,"lang":"en","type":"article","venue":"Aestimatio Sources and Studies in the History of Science","topic":"Historical Astronomy and Related Studies","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Engineering; Engineering ethics; Library 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001012377,0.001544797,0.00118736,0.004235146,0.00137561,0.004953727,0.001136657,0.001775344,0.03324498],"category_scores_gemma":[0.002888319,0.0006049483,0.0004281852,0.006406741,0.004272421,0.005184582,0.001407699,0.003829541,0.01014275],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003166223,"about_ca_system_score_gemma":0.005727645,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006971916,"about_ca_topic_score_gemma":0.01620055,"domain_scores_codex":[0.9988474,0.0002650411,0.0001426181,0.0001373959,0.0005341783,0.0000734284],"domain_scores_gemma":[0.9983976,0.0008859486,0.0001177873,0.0001360133,0.0003116363,0.0001509384],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003314289,0.00004240964,0.0002609899,0.001687372,0.0000162141,0.00008727908,0.001378111,0.0004342615,0.0002361343,0.3363842,0.4927541,0.1666857],"study_design_scores_gemma":[0.000001822708,0.000005415818,0.000219743,0.0005064319,0.000002128524,0.00005077049,0.0001596924,0.00002760165,0.0000256469,0.02484029,0.9741556,0.000004885422],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004207331,0.6914345,0.005581221,0.008843036,0.008867227,0.00003157982,0.0006351588,0.0001492435,0.2840373],"genre_scores_gemma":[0.01624261,0.6497855,0.0077502,0.003836561,0.007127317,0.0001112084,0.0008039346,0.000273436,0.3140693],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9986244,"threshold_uncertainty_score":0.1112155,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01638010361062543,"score_gpt":0.2365034514771024,"score_spread":0.220123347866477,"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."}}