{"id":"W2957591163","doi":"10.1093/oso/9780198814016.003.0001","title":"Introduction","year":2019,"lang":"en","type":"book-chapter","venue":"Oxford University Press eBooks","topic":"Classical Antiquity Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Context (archaeology); Improvisation; Literature; Poetry; Identity (music); Art; History; Aesthetics; Visual arts","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0009854049,0.0008854302,0.0007817518,0.001463973,0.002474859,0.008960839,0.002019058,0.003328283,0.5121144],"category_scores_gemma":[0.004523362,0.0004653805,0.0008022074,0.001492499,0.001553393,0.005963375,0.004178828,0.003525433,0.3520748],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002232859,"about_ca_system_score_gemma":0.002634056,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002743973,"about_ca_topic_score_gemma":0.003638353,"domain_scores_codex":[0.9982074,0.0002612647,0.0001042915,0.000473595,0.0007831004,0.0001703843],"domain_scores_gemma":[0.998406,0.0003029159,0.0000725527,0.0003163938,0.0006207064,0.0002814612],"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":[0.00004202097,0.0000497026,0.0002632429,0.0002148884,0.000005548638,0.0001128942,0.0006923036,0.00008371544,0.0003335178,0.06376661,0.8436673,0.09076822],"study_design_scores_gemma":[0.000002409834,0.000006433754,0.00008895782,0.00005733631,9.184949e-7,0.00005149819,0.00009914879,0.00001858807,0.00004771018,0.002141523,0.9974821,0.000003382044],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000886204,0.00323446,0.003990566,0.01080363,0.01162809,0.0001556571,0.003379627,0.001371264,0.9645506],"genre_scores_gemma":[0.006005764,0.002369289,0.002580599,0.004802486,0.002474689,0.0001338612,0.003208362,0.0009099573,0.9775149],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4878856,"threshold_uncertainty_score":0.6959096,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03001275389203421,"score_gpt":0.2367528364745817,"score_spread":0.2067400825825475,"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."}}