{"id":"W2106845090","doi":"10.1144/sp384.19","title":"Issues and opportunities in urban forensic geology","year":2013,"lang":"en","type":"article","venue":"Geological Society London Special Publications","topic":"Geophysical Methods and Applications","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Burnaby Hospital","funders":"","keywords":"Forensic science; Geology; Earth science; Environmental planning; Archaeology; Geography","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001182468,0.0001456244,0.000219282,0.00004128932,0.0001185644,0.00007827806,0.0001713188,0.0001674738,0.001197991],"category_scores_gemma":[0.00005400315,0.000129071,0.00008530784,0.0002796705,0.0003128837,0.0002142439,0.00008760735,0.0002423329,0.0001363817],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002939758,"about_ca_system_score_gemma":0.00001097307,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001462918,"about_ca_topic_score_gemma":0.00002993662,"domain_scores_codex":[0.9990434,0.00003698731,0.0002546316,0.0002332606,0.00009355318,0.000338177],"domain_scores_gemma":[0.9993693,0.0001560067,0.00002895654,0.0002228432,0.00008371395,0.0001391541],"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":[0.000001402955,0.0001595659,0.01649445,0.00002498095,0.00003957768,6.464665e-7,0.0006047342,0.0001315317,0.001061735,0.6725342,0.2319617,0.07698553],"study_design_scores_gemma":[0.0002450123,0.0000335733,0.5305141,0.00000345783,0.000008176581,0.000003450067,0.0003744914,0.004207504,0.00004146018,0.1106243,0.3536808,0.0002636619],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9070292,0.0008332206,0.003792211,0.04416252,0.0001818548,0.0007982808,0.00001770706,0.0006180408,0.04256696],"genre_scores_gemma":[0.9635316,0.00180986,0.02655282,0.001311346,0.001719194,0.001149861,0.00009427675,0.00002898927,0.003802099],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5619099,"threshold_uncertainty_score":0.999715,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03670907700925788,"score_gpt":0.2577949276075318,"score_spread":0.2210858505982739,"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."}}