{"id":"W269078684","doi":"","title":"Indirect Outreach in a GIS Environment: Reflections on a Map Libraryâs Approach to Promoting GIS Services to Non-GIS Users","year":2009,"lang":"en","type":"article","venue":"The Journal of Library Innovation","topic":"Geographic Information Systems Studies","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Outreach; Geospatial analysis; Pace; Computer science; Information literacy; World Wide Web; Geographic information system; Process (computing); Library science; Geography; Cartography; Political science","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":[0.01452354,0.0006880735,0.0005077418,0.00106178,0.02532996,0.01773828,0.003754208,0.008649291,0.006507127],"category_scores_gemma":[0.01850192,0.0006321992,0.0009287812,0.001232701,0.01473183,0.01099184,0.01654227,0.01505023,0.001096366],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009801039,"about_ca_system_score_gemma":0.01488498,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02230657,"about_ca_topic_score_gemma":0.04320588,"domain_scores_codex":[0.9769644,0.01748467,0.0003033176,0.0006553616,0.001807056,0.002785295],"domain_scores_gemma":[0.984988,0.008928338,0.0005340811,0.0005672261,0.001810272,0.003172131],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003995136,0.0005704906,0.002941357,0.0002442428,0.00001626667,0.002673729,0.8878251,0.0001444979,0.000853456,0.02926368,0.03863251,0.03679472],"study_design_scores_gemma":[0.00002426256,0.0001234121,0.001175765,0.0002276729,0.00001462258,0.0006461695,0.7047452,0.0001627775,0.0007362755,0.003901709,0.2882045,0.00003760325],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.4028909,0.003482135,0.01039163,0.41215,0.002514181,0.0005602003,0.0000899868,0.0002180404,0.1677029],"genre_scores_gemma":[0.8546665,0.004226365,0.00677403,0.07180868,0.0006452827,0.0004657221,0.00004281186,0.0002897372,0.06108093],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02532996,"threshold_uncertainty_score":0.07680869,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03433185876066282,"score_gpt":0.287643276293031,"score_spread":0.2533114175323682,"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."}}