{"id":"W4385422754","doi":"10.1002/cjce.25042","title":"2023 Lectureship Award Winner","year":2023,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Earthquake and Disaster Impact Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Computer science; Operations research; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003466702,0.001149064,0.0008380724,0.001298977,0.001990602,0.005524838,0.001520052,0.004576438,0.2540389],"category_scores_gemma":[0.005132054,0.0003341655,0.0009770157,0.0007407155,0.000597513,0.001394801,0.003494944,0.00310311,0.1950676],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003216186,"about_ca_system_score_gemma":0.01076152,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008977602,"about_ca_topic_score_gemma":0.02905489,"domain_scores_codex":[0.9970582,0.0001488491,0.00009073945,0.0002496957,0.001683201,0.0007695234],"domain_scores_gemma":[0.9882586,0.0001596599,0.0001245211,0.0001915086,0.004185312,0.00708035],"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":[0.00003388244,0.00003375678,0.00009701341,0.0000387505,0.000004334843,0.00004481008,0.000005186807,0.00004121191,0.0001349589,0.0008411784,0.9812181,0.01750682],"study_design_scores_gemma":[0.00002980065,0.0000577286,0.001026294,0.00005135212,0.000006366861,0.00008122263,0.00004378324,0.0001715127,0.0001190974,0.000827938,0.9975722,0.00001265472],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"other","genre_scores_codex":[0.003241539,0.007254808,0.002132646,0.1095767,0.485172,0.0007381149,0.004858067,0.001022092,0.3860041],"genre_scores_gemma":[0.007706485,0.003004949,0.0009382346,0.01400052,0.02529591,0.0001941082,0.002557025,0.0003444381,0.9459583],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9910224,"threshold_uncertainty_score":0.8498448,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02496523866892278,"score_gpt":0.2592858085835952,"score_spread":0.2343205699146725,"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."}}