{"id":"W6923800296","doi":"10.14288/1.0343223","title":"An Investigation into the Application and Environmental Impact of the UBC Mugshare Program","year":2017,"lang":"en","type":"article","venue":"cIRcle (University of British Columbia)","topic":"Healthcare and Environmental Waste Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Scope (computer science); Liberian dollar; Fluid ounce (US); Environmental impact assessment; Consumption (sociology); Order (exchange); Production (economics)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001050262,0.00002608681,0.0001007106,0.000008436055,0.0003846262,0.00003501172,0.000197041,0.00004178067,0.00002427769],"category_scores_gemma":[0.000005862555,0.00004807234,0.00005931491,0.00002946116,0.0004728202,0.0001556189,0.0001416507,0.0000693894,0.000002350242],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008273491,"about_ca_system_score_gemma":0.00002145629,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1257767,"about_ca_topic_score_gemma":0.05236007,"domain_scores_codex":[0.9995162,0.00003035188,0.0000658904,0.0001549395,0.0001497832,0.00008279876],"domain_scores_gemma":[0.9993188,0.000005772838,0.0001347269,0.000454173,0.000009029378,0.00007754231],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.000005270197,0.00006873739,0.3546239,0.0000443176,0.00001874516,0.000002423854,0.0004610754,0.000002221478,0.0009455659,3.136267e-7,0.0001411285,0.6436862],"study_design_scores_gemma":[0.0004194329,0.0002310868,0.9961732,0.00006798407,0.0000436706,0.00001050763,0.002198711,0.0006183098,0.000005658576,0.00005976281,0.0001290071,0.00004263751],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986686,0.00004542843,0.00001148254,0.0004105125,0.00001252122,0.0006374481,0.00005011594,0.000009365698,0.0001545565],"genre_scores_gemma":[0.9995466,0.00008527638,0.0001237382,0.00004234322,0.00001382717,0.000001974407,0.00005043024,0.000005379422,0.0001304267],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6436436,"threshold_uncertainty_score":0.9649319,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01094273891398168,"score_gpt":0.2307707367260874,"score_spread":0.2198279978121058,"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."}}