{"id":"W4233176479","doi":"10.3138/9781442689060-fm","title":"Frontmatter","year":2008,"lang":"en","type":"book-chapter","venue":"University of Toronto Press eBooks","topic":"Historical and Archaeological Studies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"ECW Press (Canada); University of Toronto","funders":"","keywords":"Computer science","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":[0.0003837762,0.001049615,0.0006968766,0.002278272,0.001383466,0.004375007,0.001160465,0.001397153,0.9412968],"category_scores_gemma":[0.00146089,0.0005414878,0.0005897015,0.001837775,0.000444773,0.002895159,0.003114336,0.001265191,0.9012478],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005377047,"about_ca_system_score_gemma":0.0005797443,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001499275,"about_ca_topic_score_gemma":0.005972398,"domain_scores_codex":[0.9996352,0.00003285468,0.00001740224,0.00007978226,0.000179268,0.00005553374],"domain_scores_gemma":[0.9993722,0.0001201009,0.0000279262,0.0001560492,0.0001923018,0.0001315306],"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":[0.00003368394,0.00002511777,0.000082302,0.00009367926,0.000001983396,0.00005881287,0.0001004459,0.00003092474,0.0003994617,0.003414274,0.8674797,0.1282796],"study_design_scores_gemma":[0.000005533165,0.000009328507,0.0001882374,0.00003245109,0.000001082867,0.00005248449,0.00004359474,0.00003444884,0.0001259204,0.0007059911,0.9987973,0.000003650519],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003004602,0.0002777722,0.001020103,0.000290614,0.0008109565,0.0000501691,0.002195187,0.002732755,0.9923221],"genre_scores_gemma":[0.0005124293,0.00007943107,0.0002336839,0.0001052276,0.00005519267,0.00001263943,0.0006763206,0.0006991885,0.9976259],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.05870324,"threshold_uncertainty_score":0.08373308,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04556328796561034,"score_gpt":0.1753937997202415,"score_spread":0.1298305117546312,"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."}}