{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009371043,0.0003400824,0.0003699432,0.002695419,0.00461625,0.01039732,0.0008537865,0.002873378,0.006697024],"category_scores_gemma":[0.01794804,0.0001870187,0.0002968167,0.002420218,0.02763345,0.01270479,0.01172944,0.003153901,0.0002969005],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007295263,"about_ca_system_score_gemma":0.004971941,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002666659,"about_ca_topic_score_gemma":0.003145359,"domain_scores_codex":[0.9915844,0.00624001,0.0001543014,0.0004769997,0.0009073764,0.0006369328],"domain_scores_gemma":[0.9806352,0.01505196,0.00116242,0.001244466,0.0007963839,0.001109684],"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":[0.000009305121,0.000009554955,0.0005358255,0.00005599689,0.00000664633,0.0001246627,0.009050736,0.0005595565,0.00006311663,0.978381,0.002309563,0.008894091],"study_design_scores_gemma":[0.000007879892,0.00001777574,0.001556947,0.0004439439,0.000006965057,0.0001220434,0.02462015,0.0007997981,0.0002208634,0.8111445,0.1610381,0.00002096248],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.161129,0.01724478,0.04639912,0.2460856,0.0009553881,0.00008763799,0.0002187408,0.0001066769,0.5277731],"genre_scores_gemma":[0.9885554,0.00215342,0.001835986,0.002237495,0.0002419397,0.00003486283,0.00001951696,0.00002018527,0.004901291],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01039732,"threshold_uncertainty_score":0.05293113,"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."}}