{"id":"W4382407745","doi":"10.33422/2nd.wscee.2022.12.110","title":"Climate Change Adaptation Management Pathway for Overhead Electricity Pole Systems of Distribution Networks","year":2022,"lang":"en","type":"article","venue":"","topic":"Power Systems and Technologies","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Overhead (engineering); Climate change adaptation; Adaptation (eye); Climate change; Electricity; Electric power distribution; Computer science; Distribution (mathematics); Engineering; Electrical engineering; Geology; Physics; Voltage; Mathematics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004875593,0.0003134147,0.0001280062,0.0004189596,0.00075418,0.001192219,0.0006727371,0.0003476058,0.01401519],"category_scores_gemma":[0.0007953482,0.00008683005,0.0001831412,0.0005062324,0.0001332738,0.000880595,0.0006905898,0.0003983904,0.001683088],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009812542,"about_ca_system_score_gemma":0.001521961,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01174937,"about_ca_topic_score_gemma":0.01615982,"domain_scores_codex":[0.9997472,0.00007845974,0.00000992114,0.00004044285,0.00006957926,0.00005432457],"domain_scores_gemma":[0.9996805,0.0000288402,0.00003253705,0.00003022352,0.0001720125,0.00005597771],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00036925,0.0005781495,0.04553226,0.0003450841,0.00009527432,0.0008044666,0.001020461,0.1980611,0.01954716,0.03195574,0.08959084,0.6121003],"study_design_scores_gemma":[0.00009928711,0.0004089819,0.07719624,0.0002578103,0.00008905388,0.0003139837,0.004340641,0.5083438,0.01666611,0.02829438,0.3638855,0.0001043708],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3935554,0.0008580564,0.2441158,0.00702474,0.0004827888,0.002065586,0.005641107,0.008945813,0.3373107],"genre_scores_gemma":[0.9545492,0.0003577499,0.02271746,0.0001367808,0.00003222474,0.0002676578,0.001426839,0.0001408363,0.02037124],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01401519,"threshold_uncertainty_score":0.04688549,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01919556341580452,"score_gpt":0.1995564970993309,"score_spread":0.1803609336835263,"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."}}