{"id":"W4402728720","doi":"10.1080/21534764.2023.2359133","title":"AGAPS Gwenn Okruhlik Dissertation Award 2022","year":2023,"lang":"en","type":"article","venue":"Journal of Arabian Studies","topic":"Civil and Structural Engineering Research","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Engineering","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":[],"category_scores_codex":[0.00351555,0.0009194652,0.001146288,0.001550655,0.00270892,0.005965181,0.0009415089,0.002610416,0.3877702],"category_scores_gemma":[0.005953134,0.0003726933,0.0006202656,0.0007593004,0.0007734741,0.001960834,0.005084013,0.003836503,0.3086258],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002481415,"about_ca_system_score_gemma":0.003567493,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001443959,"about_ca_topic_score_gemma":0.003879887,"domain_scores_codex":[0.9975013,0.0002724538,0.0001008014,0.0003815662,0.001463979,0.0002797489],"domain_scores_gemma":[0.9967467,0.0002548427,0.0001107108,0.0001713289,0.001432864,0.001283519],"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":[0.00005169925,0.00002653684,0.0000732406,0.00005872002,0.000004058491,0.00004703025,0.00005883914,0.00003497145,0.0002101436,0.003718378,0.969265,0.02645135],"study_design_scores_gemma":[0.000004541061,0.00001431988,0.0002756153,0.00007172864,0.000002069994,0.00002127615,0.00006008604,0.00003312581,0.00007618243,0.0004410337,0.9989966,0.000003447187],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002767217,0.01060451,0.002161871,0.1072387,0.1304671,0.0005053298,0.004848842,0.001203884,0.7402026],"genre_scores_gemma":[0.003429786,0.001699718,0.0005038338,0.00252186,0.003513892,0.000122924,0.0008482385,0.0002987926,0.987061],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3877702,"threshold_uncertainty_score":0.8732715,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0253187344596674,"score_gpt":0.3195043304716291,"score_spread":0.2941855960119617,"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."}}