{"id":"W4320526518","doi":"10.4095/331300","title":"Proceedings of the ISPRS Commission IV Symposium, geospatial theory, processing and applications, 8-12 July 2002, Ottawa, Canada","year":2002,"lang":"en","type":"report","venue":"","topic":"Geographic Information Systems Studies","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Geospatial analysis; Commission; Library science; Geography; Operations research; Regional science; Political science; Computer science; Cartography; Engineering; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001898822,0.0002544362,0.0004309918,0.0001193499,0.001622027,0.0001357265,0.0004834216,0.0002775937,0.0001087259],"category_scores_gemma":[0.0002196601,0.0001722019,0.00008851296,0.0004841077,0.0004779739,0.0002269945,0.0001580288,0.0002900649,0.000003572011],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003051242,"about_ca_system_score_gemma":0.002041061,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5927913,"about_ca_topic_score_gemma":0.5937703,"domain_scores_codex":[0.9966754,0.00004760769,0.0007982107,0.0002678841,0.001868836,0.0003421048],"domain_scores_gemma":[0.9967339,0.0001080233,0.001203023,0.0001746783,0.001667493,0.0001128862],"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":[0.00000701101,0.00005878428,0.0410205,0.002385215,0.0001709227,4.664776e-7,0.01794545,0.000002535539,0.000009770319,0.01706807,0.9000731,0.02125821],"study_design_scores_gemma":[0.00009359451,0.000007619346,0.003275327,0.0003135701,0.00006826896,0.000006564365,0.01009335,0.000007832523,0.00001141067,0.0001683073,0.9857356,0.0002185889],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0002663968,0.001402198,0.00004425791,0.0009763948,0.0003615215,0.0014706,0.00003806697,0.00006024887,0.9953803],"genre_scores_gemma":[0.6395062,0.003270999,0.0001638552,0.0002357546,0.001188781,0.0006121149,0.00001298048,0.00005435346,0.354955],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6404253,"threshold_uncertainty_score":0.9996777,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01525002096559565,"score_gpt":0.2575242800416809,"score_spread":0.2422742590760853,"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."}}