{"id":"W4385066506","doi":"10.3390/environments10070128","title":"A Systematic Review of the Latest Research Trends on the Use of Satellite Imagery in Solid Waste Disposal Applications from 2012 to 2021","year":2023,"lang":"en","type":"review","venue":"Environments","topic":"Municipal Solid Waste Management","field":"Environmental Science","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Satellite; Satellite imagery; Land use; Environmental science; Remote sensing; Land cover; Environmental planning; Municipal solid waste; Environmental resource management; Geography; Engineering; Waste management; Civil engineering","routes":{"ca_aff":true,"ca_fund":true,"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":["insufficient_payload"],"category_scores_codex":[0.002007565,0.0003731121,0.001451119,0.0001884578,0.0001035211,0.00002895203,0.001748312,0.0001144744,0.001190893],"category_scores_gemma":[0.0002598187,0.0002095311,0.0003891079,0.001788287,0.0003201031,0.00009699186,0.002349677,0.0005240457,0.003178669],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005026411,"about_ca_system_score_gemma":0.00001293689,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003200434,"about_ca_topic_score_gemma":0.0001025825,"domain_scores_codex":[0.9944019,0.001713382,0.001440154,0.0006145838,0.001374555,0.0004554641],"domain_scores_gemma":[0.9952358,0.001291447,0.0006870596,0.002680187,0.00000353828,0.0001019714],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001718271,0.001399309,0.0001477998,0.7840617,0.0009242594,0.00002373201,0.0007818638,0.00876617,0.00002284415,0.0002220537,0.01721602,0.186417],"study_design_scores_gemma":[0.00006187847,0.0000295776,0.0002806932,0.386603,0.000513496,4.849011e-7,0.00004719174,0.0000855766,0.000004425285,0.00002707357,0.6120992,0.0002473117],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00005555928,0.9904457,0.000009943577,0.0003566071,0.00007834758,0.007289446,0.000318598,0.00000613461,0.001439719],"genre_scores_gemma":[0.00004876287,0.9888676,0.00004201769,0.0001266179,0.00002895268,0.002390578,0.00006883013,0.00006564713,0.008360988],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5948833,"threshold_uncertainty_score":0.9997222,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1591671273617667,"score_gpt":0.3808347191148955,"score_spread":0.2216675917531288,"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."}}