{"id":"W7117465016","doi":"10.2139/ssrn.5840122","title":"CASE 7055: ELISA LAM","year":2025,"lang":"","type":"preprint","venue":"SSRN Electronic Journal","topic":"Construction Engineering and Safety","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Impossibility; Narrative; The Internet; Architecture; Folklore; Speculation; Drone","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":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.00254949,0.001049495,0.0009947516,0.0007829039,0.000595961,0.0002740233,0.0007700764,0.0008805128,0.0003372148],"category_scores_gemma":[0.000133786,0.001199222,0.0008926075,0.0005647584,0.00009098825,0.0002224872,0.0003590138,0.01904446,0.0001061279],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.00592754,"about_ca_system_score_gemma":0.00687958,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000190381,"about_ca_topic_score_gemma":0.0006341808,"domain_scores_codex":[0.9915531,0.0001659465,0.00142125,0.0007296472,0.0004948634,0.005635167],"domain_scores_gemma":[0.9980284,0.0001532133,0.0002936889,0.0008855804,0.0002740792,0.0003650299],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"case_report","study_design_scores_codex":[0.00006386344,0.00008046216,0.0001319995,0.0004350753,0.00323597,0.001220606,0.0005604998,0.5938444,0.00008154709,0.1032356,0.000265553,0.2968444],"study_design_scores_gemma":[0.004687281,0.0004107816,0.0001243011,0.001838176,0.002090638,0.4952873,0.006616115,0.2180533,0.000293429,0.1772576,0.08860032,0.00474074],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.142118,0.04737866,0.7495531,0.001137076,0.02706161,0.001028654,0.0002291343,0.001276087,0.03021766],"genre_scores_gemma":[0.9231098,0.06089695,0.0008853277,0.00003133199,0.002102735,0.00002882523,0.0000191531,0.000124251,0.01280162],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7809919,"threshold_uncertainty_score":0.9990458,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005880390197501001,"score_gpt":0.2139580766748053,"score_spread":0.2080776864773043,"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."}}