{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005716613,0.0006606042,0.0005024667,0.0009876832,0.001820668,0.00487532,0.001508098,0.002180331,0.4186856],"category_scores_gemma":[0.002453728,0.0002612695,0.0004399459,0.001112593,0.0008365019,0.0031438,0.002416359,0.002267845,0.242744],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001654221,"about_ca_system_score_gemma":0.001615398,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002088491,"about_ca_topic_score_gemma":0.002696081,"domain_scores_codex":[0.9991888,0.0001063406,0.00003901692,0.0001959281,0.00037339,0.00009637388],"domain_scores_gemma":[0.9993654,0.0001243678,0.00003585333,0.00007392521,0.0002872894,0.0001132824],"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":[0.0000344287,0.00005068019,0.0003848707,0.0003014641,0.000003381266,0.0001329459,0.001032282,0.0001255565,0.0003613833,0.0790711,0.7863424,0.1321594],"study_design_scores_gemma":[0.000001100683,0.000005596975,0.0001196167,0.00009432789,5.437975e-7,0.00004919557,0.0001210913,0.00001193337,0.00003028771,0.002591201,0.9969733,0.00000184402],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0009569947,0.005197203,0.002670937,0.007401689,0.004988527,0.0001164882,0.001957442,0.0005294657,0.9761812],"genre_scores_gemma":[0.006487354,0.005100916,0.002179191,0.003305953,0.001447024,0.0001184511,0.002585032,0.0002899603,0.9784862],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5813144,"threshold_uncertainty_score":0.8291745,"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."}}