{"id":"W4399826547","doi":"10.1093/oso/9780197659977.003.0008","title":"Hybrids","year":2024,"lang":"en","type":"book-chapter","venue":"","topic":"Language, Linguistics, Cultural Analysis","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Rhythm; Quarter (Canadian coin); Hybrid; Similarity (geometry); Hybridity; Mathematics; Genealogy; Arithmetic; History; Computer science; Art; Literature; Biology; Artificial intelligence; Aesthetics; Botany","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":[],"consensus_categories":[],"category_scores_codex":[0.0004197913,0.0004118797,0.0002586039,0.0009610828,0.001526269,0.003397002,0.0008971466,0.0007081325,0.05144001],"category_scores_gemma":[0.001018135,0.0001985587,0.0003734868,0.0007211909,0.002640988,0.002569157,0.002355455,0.001372751,0.009064001],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001990823,"about_ca_system_score_gemma":0.0006765969,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001912191,"about_ca_topic_score_gemma":0.002483069,"domain_scores_codex":[0.9994168,0.0001260483,0.0000217093,0.0001700561,0.0001996651,0.00006571107],"domain_scores_gemma":[0.9995999,0.0001238338,0.00002582733,0.0001162449,0.00009050996,0.00004363622],"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":[0.00006807591,0.00002130794,0.0003590133,0.0001296791,0.000007778403,0.0002348956,0.003433119,0.0003995359,0.002295325,0.8996072,0.01758643,0.07585765],"study_design_scores_gemma":[0.000006958179,0.00003631431,0.0005015949,0.00006561272,0.0000059619,0.0005055902,0.0009515234,0.0003700861,0.001321141,0.05719595,0.9390266,0.00001262736],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01331539,0.001542678,0.0156277,0.0008552623,0.0005679281,0.00005833998,0.0003123761,0.0003700608,0.9673502],"genre_scores_gemma":[0.3419514,0.00168869,0.01439849,0.0007099252,0.0003138158,0.0001249315,0.0009558846,0.0005535191,0.6393033],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.05144001,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02943997890371,"score_gpt":0.2143751867928655,"score_spread":0.1849352078891555,"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."}}