{"id":"W2159750035","doi":"10.1111/j.1467-9671.2012.01352.x","title":"Geo‐Social Model: A Conceptual Framework for Real‐time Geocollaboration","year":2012,"lang":"en","type":"article","venue":"Transactions in GIS","topic":"Usability and User Interface Design","field":"Computer Science","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Geospatial analysis; Computer science; Ontology; Context (archaeology); Negotiation; Conceptual model; Task (project management); Conceptual framework; Knowledge management; Data science; Process management; Systems engineering; Engineering; Database; Geography; Sociology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003486327,0.0001057166,0.0001417504,0.00007888977,0.0001819481,0.00005765317,0.0002972447,0.0001577198,0.0001014986],"category_scores_gemma":[0.00002452743,0.0001146371,0.00006877442,0.0004170219,0.00006926899,0.001129965,0.00000675404,0.0001634502,0.00004900891],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001065442,"about_ca_system_score_gemma":0.00007810301,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005103615,"about_ca_topic_score_gemma":0.00003060653,"domain_scores_codex":[0.9990446,0.00006936289,0.0002147889,0.0002139711,0.0001405798,0.00031672],"domain_scores_gemma":[0.9993796,0.0001920644,0.00004138985,0.0002466728,0.00008082553,0.00005939848],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001872116,0.001448514,0.0003014347,0.00005916069,0.00008426661,0.000001036066,0.09257718,0.05312093,0.005429531,0.7995584,0.002117824,0.04511452],"study_design_scores_gemma":[0.001041624,0.0002022137,0.001356524,0.000035254,0.00004251107,0.000004117817,0.0007028572,0.917789,0.008026758,0.06147007,0.008729403,0.0005997033],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02378218,0.00001914815,0.9735973,0.001366097,0.0002649359,0.0003997386,0.00002838045,0.0001485934,0.0003936205],"genre_scores_gemma":[0.7889959,0.000005266357,0.2102231,0.000129517,0.00008309647,0.0002045564,0.000002989054,0.000009251321,0.0003463642],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.864668,"threshold_uncertainty_score":0.4674765,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0495567001418083,"score_gpt":0.3126113793496059,"score_spread":0.2630546792077976,"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."}}