{"id":"W4411869525","doi":"10.11647/obp.0462.28","title":"28. The moongazers","year":2025,"lang":"en","type":"book-chapter","venue":"Open Book Publishers","topic":"Ancient Egypt and Archaeology","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","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":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003280872,0.0003500137,0.0004026867,0.000148915,0.0007245494,0.002478249,0.002114142,0.000184846,0.06805688],"category_scores_gemma":[0.00003018418,0.0002360516,0.0002171025,0.0000131613,0.001332699,0.001494275,0.001184912,0.0006119756,0.0008735813],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007054598,"about_ca_system_score_gemma":0.0003481578,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003630478,"about_ca_topic_score_gemma":0.001532677,"domain_scores_codex":[0.9985554,0.00002900572,0.0003234137,0.0004644523,0.0002610183,0.0003667451],"domain_scores_gemma":[0.9987543,0.000127707,0.0001998021,0.0006801952,0.0001510209,0.00008695166],"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":[0.000007804896,0.000003459587,0.00000114153,0.000007422266,0.00006545768,0.000005153971,0.0016782,2.274095e-7,4.251704e-8,0.5027336,0.4929014,0.00259609],"study_design_scores_gemma":[0.0001915169,0.00003587089,0.00000111496,0.00007839515,0.00006737078,0.000001487447,0.0007785403,0.00000388403,4.774293e-7,0.04851219,0.9500456,0.0002835598],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[9.537207e-7,0.001084439,0.000003817313,0.01197348,0.002083266,0.0007163613,0.0000603652,0.00006471401,0.9840126],"genre_scores_gemma":[0.00008028479,0.0000829178,0.00001836559,0.01118393,0.0006266581,0.00005054329,0.0001443846,0.00004739529,0.9877655],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4571442,"threshold_uncertainty_score":0.9999043,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03779404639437701,"score_gpt":0.2326655341204165,"score_spread":0.1948714877260395,"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."}}