{"id":"W1919960074","doi":"10.24908/pceea.v0i0.3772","title":"ANCESTRAL ENGINEERING: TOWARDS THE INTEGRATION OF ARCHAEOLOGY AND ENGINEERING","year":2011,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Metallurgy and Cultural Artifacts","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Natural Sciences and Engineering Research Council of Canada; Queen's University","funders":"","keywords":"Context (archaeology); Suite; Field (mathematics); Engineering ethics; Engineering; Archaeology; History","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000625559,0.00009812741,0.0001251915,0.000114672,0.0001381083,0.00003039677,0.0002569707,0.0001164915,0.00005928528],"category_scores_gemma":[0.001677522,0.00007516307,0.00005514322,0.0003502785,0.00005599947,0.0001925679,0.00002056398,0.0001717648,0.000002895724],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003781882,"about_ca_system_score_gemma":0.000336472,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02579731,"about_ca_topic_score_gemma":0.01389866,"domain_scores_codex":[0.9992069,0.00000966912,0.0002115107,0.0001105201,0.0002213089,0.0002400719],"domain_scores_gemma":[0.99923,0.00004426785,0.0002065417,0.00005798234,0.0003282022,0.0001330416],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.000009316083,0.00007140885,0.05009139,0.0002744824,0.0002197121,1.903354e-7,0.1382023,0.0007134422,0.02096942,0.7764907,0.001446075,0.01151158],"study_design_scores_gemma":[0.0001710054,0.00004186839,0.9364136,0.0001986768,0.00009312291,0.000005034412,0.004709993,0.002750878,0.01490247,0.001228519,0.03911999,0.0003648816],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9908223,0.00007262296,0.00003039662,0.003501259,0.0009162187,0.0002553221,0.000002378468,0.00004068617,0.004358842],"genre_scores_gemma":[0.9980275,0.00002545833,0.0009628606,0.00005816414,0.0001180484,0.00002388516,0.000001519646,0.000009397757,0.0007731825],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8863221,"threshold_uncertainty_score":0.98069,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03279569744207295,"score_gpt":0.2359871481880348,"score_spread":0.2031914507459618,"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."}}