{"id":"W4407694919","doi":"10.3998/mpub.14606494","title":"Drift Net","year":2025,"lang":"en","type":"book","venue":"Lever Press eBooks","topic":"Smart Grid Energy Management","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Warwick; Princeton University; University of Minnesota; University of Alberta; West Virginia University; Harvard University","keywords":"Geography; Computer science; Environmental science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.001756544,0.0008232621,0.0006251071,0.002414243,0.002522533,0.009631447,0.002228504,0.002886593,0.6722878],"category_scores_gemma":[0.006783478,0.0005259136,0.0006215065,0.002236962,0.001342226,0.005743914,0.005421356,0.002254572,0.4438415],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00229933,"about_ca_system_score_gemma":0.004647774,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002486275,"about_ca_topic_score_gemma":0.00485359,"domain_scores_codex":[0.9980234,0.0003641486,0.0001280915,0.000428921,0.000845892,0.0002095717],"domain_scores_gemma":[0.9965976,0.0007400558,0.0002049219,0.0006133483,0.0009823428,0.0008617247],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001446762,0.00006783909,0.0006076618,0.0005050692,0.000008105562,0.000259522,0.0007133702,0.0002325339,0.0005318121,0.07246142,0.6864806,0.2379873],"study_design_scores_gemma":[0.000008620646,0.00001046919,0.0001642611,0.0001330558,0.000001570589,0.0001010937,0.0001692902,0.0001012266,0.000122686,0.005319351,0.9938617,0.000006677101],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001292437,0.001613653,0.005335295,0.005671816,0.003504646,0.0001813759,0.004916576,0.003564656,0.9739196],"genre_scores_gemma":[0.01059259,0.001826895,0.004472712,0.002589553,0.0005499799,0.0002726572,0.004480662,0.002290911,0.972924],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6722878,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01385881656256441,"score_gpt":0.1917529227230345,"score_spread":0.1778941061604701,"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."}}