{"id":"W4403485254","doi":"10.3390/electricity5040036","title":"A Review of Photovoltaic Waste Management from a Sustainable Perspective","year":2024,"lang":"en","type":"review","venue":"Electricity","topic":"Photovoltaic Systems and Sustainability","field":"Environmental Science","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Perspective (graphical); Photovoltaic system; Environmental science; Business; Waste management; Engineering; Computer science; Electrical engineering; Artificial intelligence","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001088808,0.0006092449,0.002234239,0.0001770156,0.00009882241,0.00003777928,0.0007246052,0.0002254572,0.001042104],"category_scores_gemma":[0.0002173784,0.0004568763,0.0009502965,0.002461182,0.0001403614,0.0001238447,0.0007577671,0.0005727549,0.0004158683],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004157368,"about_ca_system_score_gemma":0.0002069974,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02161465,"about_ca_topic_score_gemma":0.00008645279,"domain_scores_codex":[0.996169,0.0003757866,0.0009984007,0.001131433,0.0005986423,0.0007267162],"domain_scores_gemma":[0.9982046,0.0001263494,0.0004662765,0.0009827374,0.00007347573,0.0001465692],"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":[0.00001108525,0.0002919151,0.00001224724,0.5900206,0.0007223788,0.0003806267,0.0002687114,6.48169e-7,0.000004770494,0.000981345,0.1760518,0.2312539],"study_design_scores_gemma":[0.00007130672,0.00005879625,0.000002580433,0.04462067,0.00174898,0.00001221053,0.000319862,0.00001291824,0.0000096292,0.004029454,0.9487098,0.0004037228],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000008429116,0.9609729,0.00003366937,0.00001340838,0.0001105492,0.003609353,0.00005526742,0.000075796,0.0351206],"genre_scores_gemma":[0.00002904945,0.9861116,0.00006804783,0.0001125611,0.00007648784,0.0005857869,0.00003040886,0.00005900549,0.01292707],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7726581,"threshold_uncertainty_score":0.9998711,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01329734009743287,"score_gpt":0.2939248026904062,"score_spread":0.2806274625929733,"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."}}