{"id":"W7155750447","doi":"","title":"Rethinking UX in 3D Cadastral systems for inclusive land governance","year":2025,"lang":"","type":"other","venue":"Espace ÉTS (ETS)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Cadastre; Context (archaeology); Citizen journalism; Cognitive reframing; Legitimacy; Inclusion (mineral); Corporate governance; Participatory design; Promotion (chess)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02000307,0.0006786812,0.0004588302,0.00222238,0.00238641,0.01579399,0.001445876,0.001997974,0.005396509],"category_scores_gemma":[0.02607951,0.0005077682,0.0007233453,0.001629244,0.009740762,0.01346404,0.008224934,0.002163833,0.000764493],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003576416,"about_ca_system_score_gemma":0.002159618,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00265578,"about_ca_topic_score_gemma":0.003208447,"domain_scores_codex":[0.9828268,0.01333861,0.0006350461,0.0006423821,0.001934676,0.0006224651],"domain_scores_gemma":[0.9750334,0.01788671,0.0008430584,0.003209562,0.0024204,0.0006069001],"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":[0.0002585065,0.0002981933,0.01310783,0.002566715,0.0000887108,0.001080386,0.2778422,0.005003936,0.01771243,0.3073496,0.006433986,0.3682574],"study_design_scores_gemma":[0.0001095464,0.0009631744,0.02216233,0.005513585,0.0001790795,0.001509597,0.1947172,0.01405424,0.01184314,0.1856274,0.5630428,0.0002778117],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.3396431,0.005711335,0.5246622,0.01512162,0.0007414253,0.0008854349,0.0002917138,0.001212599,0.1117307],"genre_scores_gemma":[0.8312191,0.002373334,0.1559943,0.001108774,0.0001261746,0.0006664782,0.0002249509,0.0003712033,0.007915818],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.02000307,"threshold_uncertainty_score":0.1057876,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0111632986994392,"score_gpt":0.2673507800850606,"score_spread":0.2561874813856214,"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."}}