{"id":"W4391828329","doi":"10.36277/abdimasuniversal.v5i2.324","title":"Penerapan Sistem Solar Cell untuk Penerangan Lampu Jalan dan Peningkatan Potensi Usaha Mikro Kecil Menengah untuk Mendukung Ketahanan Energi dan Ekonomi Masyarakat Kelurahan Manggar Balikpapan","year":2023,"lang":"id","type":"article","venue":"Abdimas Universal","topic":"Engineering and Technology Innovations","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"WiLAN (Canada)","funders":"","keywords":"Physics","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":["metaepi_narrow"],"category_scores_codex":[0.000724553,0.001533169,0.001378168,0.001923783,0.001103163,0.0003457955,0.001607814,0.0009931229,0.0001145698],"category_scores_gemma":[0.00008036625,0.001879456,0.0005363345,0.003300431,0.000403528,0.0007496516,0.0005864692,0.001921667,0.0005199073],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001011134,"about_ca_system_score_gemma":0.0002125002,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004446072,"about_ca_topic_score_gemma":0.0006410234,"domain_scores_codex":[0.9938145,0.0002461307,0.001227957,0.001614402,0.0007695589,0.002327505],"domain_scores_gemma":[0.9964514,0.0002573002,0.0003708262,0.001992156,0.000320397,0.0006079468],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002303874,0.0007476084,0.01599885,0.001622434,0.003636874,0.004118728,0.007403662,0.1675924,0.7076178,0.05687205,0.02490769,0.009251513],"study_design_scores_gemma":[0.009709537,0.001111112,0.01805543,0.0008871288,0.002111587,0.0004153377,0.02126157,0.2237055,0.2025901,0.0001729777,0.5119147,0.008065061],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.954544,0.0008335251,0.00163371,0.001848661,0.003224875,0.0008022754,0.0002585279,0.004764084,0.03209034],"genre_scores_gemma":[0.979585,0.0005436576,0.001482652,0.0001061735,0.0006072282,0.00004511803,0.001562826,0.000538081,0.01552928],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5050277,"threshold_uncertainty_score":0.9997417,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009814263930334912,"score_gpt":0.1886884698552206,"score_spread":0.1788742059248856,"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."}}