{"id":"W4294805315","doi":"10.5206/mt.v2i1.14357","title":"Exploring the Mysteries of Babylonian Astronomy with Maple","year":2022,"lang":"en","type":"article","venue":"Maple Transactions","topic":"Ancient Near East History","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Scholarship; Maple; Replicate; Planet; Simple (philosophy); Mars Exploration Program; Computer science; History; Astrobiology; Epistemology; Mathematics; Astronomy; Philosophy; Physics; Law; Statistics; Biology; Political science; Ecology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00008034208,0.00007424942,0.00008935531,0.00006259728,0.001064753,0.00002558436,0.0001434949,0.000003758618,0.01039382],"category_scores_gemma":[3.789684e-7,0.00005641101,0.00006043987,0.00004872135,0.0002564766,0.0001829935,0.000008341522,0.0001458452,0.00005028926],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005384643,"about_ca_system_score_gemma":0.00004346595,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001645242,"about_ca_topic_score_gemma":0.001135758,"domain_scores_codex":[0.9994231,0.00003873815,0.000117134,0.000106231,0.0001782702,0.000136499],"domain_scores_gemma":[0.9996856,0.00002368799,0.00004546958,0.0001940104,0.00002710291,0.00002408153],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004451439,0.0007609904,0.0006644187,0.0001741511,0.00044181,0.00001478271,0.7794732,0.01401165,0.0005849966,0.1657001,0.00484965,0.03287911],"study_design_scores_gemma":[0.0001395869,0.0001070949,0.000314517,0.000004248011,0.00002799576,0.000004172391,0.0366005,0.00001674103,0.00009760621,0.00001383424,0.9626021,0.00007158284],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6841351,0.0004219273,0.09834788,0.004130745,0.004533644,0.001187826,0.001017419,0.0004667733,0.2057586],"genre_scores_gemma":[0.9821307,0.000001168205,0.0002394588,0.00004391995,0.00008769531,0.0002465198,0.000005902689,0.0000161708,0.01722844],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9577525,"threshold_uncertainty_score":0.9905108,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.083966929413291,"score_gpt":0.1758723912945005,"score_spread":0.09190546188120953,"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."}}