{"id":"W4285005784","doi":"10.3390/su14148382","title":"Fostering Human Wellbeing in Africa through Solar Home Systems: A Systematic and a Critical Review","year":2022,"lang":"en","type":"review","venue":"Sustainability","topic":"Energy and Environment Impacts","field":"Environmental Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Renewable energy; Productivity; Electrification; Population; Business; Economic growth; Environmental economics; Economics; Public economics; Electricity; Sociology; Engineering","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"],"consensus_categories":[],"category_scores_codex":[0.002752681,0.0005196752,0.002279969,0.00006622501,0.0003261445,0.00007572425,0.000470965,0.0001999538,0.000707772],"category_scores_gemma":[0.00168456,0.0004345514,0.0002669122,0.000484189,0.0003398814,0.0003700659,0.002375179,0.0006441326,0.00002758964],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004140066,"about_ca_system_score_gemma":0.00007402748,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003281728,"about_ca_topic_score_gemma":0.00001605285,"domain_scores_codex":[0.9949379,0.001750506,0.001170403,0.0008668174,0.0005093419,0.0007650502],"domain_scores_gemma":[0.9979256,0.000710249,0.0002715731,0.0009184211,0.000007301578,0.000166887],"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":[0.00000152243,0.0001103475,0.00005063579,0.9823278,0.00002197113,0.0001468379,0.0003737716,0.00007163137,7.51672e-8,0.0005141672,0.00009346754,0.01628776],"study_design_scores_gemma":[0.0001434413,0.0001422641,0.000097226,0.1667347,0.0008021418,0.0001637299,0.0006097271,0.00001415329,3.000463e-8,0.00480816,0.8255749,0.0009095839],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00005828016,0.9948838,0.00002530873,0.00007495081,0.00009577008,0.002714202,0.000008334586,0.00004528285,0.002094006],"genre_scores_gemma":[0.004815888,0.9935008,0.00003504855,0.00005005797,0.00002072279,0.001264302,0.00001424109,0.00005011344,0.0002488387],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8254814,"threshold_uncertainty_score":0.9998106,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0744489267410585,"score_gpt":0.3380003645670189,"score_spread":0.2635514378259604,"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."}}