{"id":"W4415045777","doi":"10.7202/1118937ar","title":"Dialogues of digital commons and equitable resilience","year":2024,"lang":"en","type":"article","venue":"Sens public","topic":"Regional resilience and development","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Framing (construction); Resilience (materials science); Digital inclusion; Vulnerability (computing); Metropolitan area; Popularity; Perspective (graphical); Inclusion (mineral)","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":[0.0002076222,0.0000655123,0.0001505622,0.0001846644,0.00004714304,0.0002234309,0.0001046635,0.00003491906,0.00004321071],"category_scores_gemma":[0.0001288843,0.000064534,0.00003356518,0.0002502271,0.0001140999,0.0004691833,0.00009221005,0.00005513131,0.0002413054],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002536869,"about_ca_system_score_gemma":0.00004185484,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002963342,"about_ca_topic_score_gemma":0.00001269611,"domain_scores_codex":[0.9992849,0.000002842281,0.0002447665,0.000218261,0.00003846648,0.0002108099],"domain_scores_gemma":[0.9996602,0.00008056319,0.00004459238,0.0001329049,0.00001804185,0.0000637178],"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":[0.000002916178,0.00003369237,0.07900084,0.00005480799,0.00002772999,0.00001078889,0.0004240308,0.000005553338,0.00004224727,0.9041317,0.008305487,0.007960195],"study_design_scores_gemma":[0.0002252362,0.0001225579,0.08346487,0.00006859119,0.000003770433,0.00003864828,0.0003475279,0.00181512,0.0002497162,0.3076722,0.6055942,0.0003975203],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8088176,0.01222478,0.001430174,0.005506715,0.0003647809,0.0001233325,0.0001630315,0.00006917359,0.1713004],"genre_scores_gemma":[0.9969577,0.0002546982,0.0001257255,0.0000456394,0.00003288384,0.000003768857,0.00001133927,0.00000685864,0.002561454],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5972887,"threshold_uncertainty_score":0.3101574,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0631950126986091,"score_gpt":0.2417519735547694,"score_spread":0.1785569608561602,"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."}}