{"id":"W4414392785","doi":"10.5430/wje.v15n3p24","title":"Sustainable Transmission of Suzhou Pingtan Through Education and Community Engagement","year":2025,"lang":"en","type":"article","venue":"World Journal of Education","topic":"Power Systems and Renewable Energy","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Grassroots; Thematic analysis; Community engagement; Participant observation; Qualitative research; Leverage (statistics); Fieldnotes; Community education; Narrative; Public engagement","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009226159,0.00009551778,0.0002117865,0.000355742,0.0002527368,0.00003144515,0.0001586383,0.00004340565,0.00005990571],"category_scores_gemma":[0.00008849226,0.00008038794,0.00006291718,0.0004401025,0.00003769002,0.0002553301,0.00002680597,0.0002792427,3.633586e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001624025,"about_ca_system_score_gemma":0.001085875,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007959609,"about_ca_topic_score_gemma":0.0004645209,"domain_scores_codex":[0.9987313,0.0004327983,0.0005002676,0.00007013019,0.0001368204,0.0001286825],"domain_scores_gemma":[0.9988574,0.0001273803,0.0003685236,0.0001929445,0.0003975303,0.00005623827],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001888576,0.004499834,0.003853975,0.001669776,0.0002824035,0.000001729301,0.02152391,0.002552601,0.01377275,0.472298,0.05810805,0.4212481],"study_design_scores_gemma":[0.000406364,0.0001122831,0.006088068,0.000989249,0.00007918002,0.00001439381,0.02852538,0.00001408635,0.00934312,0.0287693,0.9255505,0.0001080898],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7602141,0.01709183,0.00443395,0.002781029,0.003619364,0.0002240468,5.868847e-7,0.0000174537,0.2116177],"genre_scores_gemma":[0.9561067,0.0003639945,0.001352881,0.0001639636,0.0001547354,0.000006075843,0.000004643018,0.000008367923,0.04183868],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8674424,"threshold_uncertainty_score":0.9986465,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01754314037938182,"score_gpt":0.2957273928816959,"score_spread":0.278184252502314,"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."}}