{"id":"W4362553804","doi":"10.55086/sl23vad649","title":"Stratum Library. Aere perennius. More lasting than bronze. Essays in honour of Valentin Dergachev on the occasion of his 80th birthday","year":2023,"lang":"en","type":"book","venue":"Stratum plus I.P., High Anthropological School University eBooks","topic":"Ancient and Medieval Archaeology Studies","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Chalcolithic; Honour; Bronze; Bronze Age; Destiny (ISS module); Ancient history; Archaeology; History; Art; Geography; Classics; Art history; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"not_applicable","genre":"other","about_ca_system":false,"about_ca_topic":false,"confidence":"medium","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"not_applicable","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001899669,0.0008569505,0.0005240981,0.001560529,0.001169826,0.003546153,0.0003983564,0.0007377305,0.4351767],"category_scores_gemma":[0.0006097935,0.0003418449,0.0001804871,0.001991961,0.0004806733,0.001974161,0.002438494,0.001010262,0.3124474],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007662117,"about_ca_system_score_gemma":0.0003962045,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002393552,"about_ca_topic_score_gemma":0.007348724,"domain_scores_codex":[0.9997801,0.0000299805,0.00001386233,0.00005023135,0.00009036007,0.00003549668],"domain_scores_gemma":[0.9998195,0.00003538599,0.00002101603,0.00002428312,0.00004348386,0.00005644757],"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":[0.0000250825,0.00001921018,0.0002132623,0.0002622638,0.000003198324,0.00007219907,0.0003036679,0.0000259291,0.0002092317,0.00462499,0.8364241,0.1578168],"study_design_scores_gemma":[0.000001111822,0.000003127378,0.0002584642,0.00009067729,4.606798e-7,0.00004243496,0.00007345555,0.000004204901,0.00002676495,0.0001708896,0.9993272,0.000001126424],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001636944,0.1021774,0.0003374388,0.008333312,0.01469041,0.00004568029,0.002808435,0.0007280727,0.8692423],"genre_scores_gemma":[0.004692508,0.01697443,0.0002033291,0.001170292,0.001143605,0.00002565914,0.0006176897,0.0002795861,0.974893],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4351767,"threshold_uncertainty_score":0.8056519,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03622443565672673,"score_gpt":0.2210571017755101,"score_spread":0.1848326661187834,"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."}}