{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002302396,0.0001016725,0.0002277988,0.0002248602,0.00006199627,0.00002214926,0.0001169132,0.00002807094,0.00001441787],"category_scores_gemma":[0.0001636256,0.00007867211,0.00009365754,0.0003919646,0.00002477264,0.0001381736,0.00002551429,0.0002247779,0.00003872823],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006486242,"about_ca_system_score_gemma":0.00001026019,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001188695,"about_ca_topic_score_gemma":0.000008509375,"domain_scores_codex":[0.9991737,0.00001097253,0.0002670371,0.00005894485,0.0002787528,0.000210566],"domain_scores_gemma":[0.9995831,0.0001043052,0.0000399349,0.00007643057,0.0001296519,0.00006658919],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.0001323534,0.00004196808,0.01268397,0.001723894,0.003222483,0.00100862,0.01794903,0.458176,0.1282729,0.0009385514,0.2394991,0.1363512],"study_design_scores_gemma":[0.002587866,0.00081573,0.8481027,0.0009820793,0.0002108988,0.0003979453,0.02116843,0.04380579,0.02148047,0.006538975,0.052548,0.001361136],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946011,0.003177563,0.00006697534,0.0004560742,0.001140957,0.00003837471,0.000002574936,0.0001118117,0.000404615],"genre_scores_gemma":[0.9958751,0.003155504,0.0001113729,0.000006043504,0.0002525958,0.000002782842,0.000001285916,0.00001819765,0.0005771095],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8354187,"threshold_uncertainty_score":0.3208156,"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."}}