{"id":"W2943335455","doi":"10.1111/cag.12521","title":"Teaching critical open GIS","year":2019,"lang":"en","type":"article","venue":"Canadian Geographies / Géographies canadiennes","topic":"Geographic Information Systems Studies","field":"Social Sciences","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Universität Wien","keywords":"Traditional knowledge GIS; Key (lock); Bridge (graph theory); Geographic information system; Open source; Distributed GIS; GIS applications; Computer science; Curriculum; AM/FM/GIS; GIS Day; GIS and public health; Geography; Cartography; Sociology; Software; Pedagogy; Computer security; Medicine; Programming language","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":[0.00311437,0.0009861863,0.0004141623,0.001331245,0.004109026,0.006230969,0.001908219,0.002352019,0.08445241],"category_scores_gemma":[0.01981721,0.0003344313,0.0005309795,0.0009305382,0.005557973,0.005205379,0.008124355,0.005045641,0.01081005],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008186791,"about_ca_system_score_gemma":0.01329725,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008235806,"about_ca_topic_score_gemma":0.01906628,"domain_scores_codex":[0.9968573,0.0009730682,0.00009415488,0.0004654375,0.001097267,0.0005127949],"domain_scores_gemma":[0.9818785,0.005609105,0.001061732,0.001236502,0.00297826,0.00723584],"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":[0.0001382747,0.0009791191,0.003933001,0.001204684,0.00001428903,0.001103992,0.05096082,0.001608101,0.005668374,0.1650041,0.476038,0.2933472],"study_design_scores_gemma":[0.00003884089,0.00009277464,0.001677375,0.0009161425,0.00001301673,0.0004464728,0.02159411,0.000935186,0.003314144,0.1736343,0.7973017,0.00003588795],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.08390487,0.002769313,0.0979465,0.1317588,0.01049752,0.0007347413,0.0007464379,0.003607389,0.6680344],"genre_scores_gemma":[0.6874815,0.003841526,0.0481941,0.01765789,0.002596102,0.0008088688,0.0005802464,0.001195728,0.237644],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9917642,"threshold_uncertainty_score":0.2825215,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01545451110737861,"score_gpt":0.2649417964742259,"score_spread":0.2494872853668473,"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."}}