{"id":"W4366385201","doi":"10.1017/9781009327978.002","title":"Introduction","year":2023,"lang":"en","type":"book-chapter","venue":"Cambridge University Press eBooks","topic":"Classical Antiquity Studies","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Periodization; Expansive; Dynamism; Period (music); Transformative learning; History; Sociology; Art; Aesthetics; Epistemology; Ancient history; Philosophy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001968384,0.0002040657,0.0002901589,0.0001333102,0.0007197097,0.00004823947,0.0003770998,0.0003230207,0.00001653699],"category_scores_gemma":[0.00008076459,0.0002511352,0.000186746,0.00001533808,0.0008432844,0.00007355604,0.0003822554,0.0003779901,0.0002203348],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003076275,"about_ca_system_score_gemma":0.0001196296,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005861549,"about_ca_topic_score_gemma":0.0002455933,"domain_scores_codex":[0.9986829,0.00005490225,0.0001178043,0.0004388915,0.0004072547,0.00029823],"domain_scores_gemma":[0.9991645,0.0001146879,0.0001279596,0.0002784404,0.0001782473,0.000136162],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001108864,0.000002283394,3.166404e-7,0.00001244378,0.00005364384,0.00004451722,0.0001675563,1.60123e-7,0.000002806476,0.6224432,0.3759846,0.001277403],"study_design_scores_gemma":[0.0001099326,0.00001645025,0.000008518997,0.00003767755,0.0001098338,5.429828e-7,0.0003267703,0.000001673608,0.00001318127,0.00008305845,0.9990328,0.000259553],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00001453865,0.00002635936,0.000028135,0.002381948,0.000999981,0.0002688587,0.00008414828,0.0004737933,0.9957222],"genre_scores_gemma":[0.0000618179,0.0004354786,0.00001570303,0.00003725273,0.002084385,4.28247e-7,0.00001833141,0.00003084541,0.9973158],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6230482,"threshold_uncertainty_score":0.9999941,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04175197217849363,"score_gpt":0.2437862342691817,"score_spread":0.202034262090688,"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."}}