{"id":"W2901146955","doi":"10.1080/15230406.2019.1524665","title":"Introduction to special issue on frontiers of geospatial data science from the joint UCGIS symposium / Autocarto 2018 conference","year":2018,"lang":"en","type":"article","venue":"Cartography and Geographic Information Science","topic":"Geographic Information Systems Studies","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Association for Girls in Science","funders":"","keywords":"Geospatial analysis; Joint (building); Data science; Computer science; Library science; Geography; Cartography; Engineering","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":[0.003449082,0.001637278,0.001573946,0.00408825,0.001928098,0.007551146,0.001742514,0.003276587,0.1894282],"category_scores_gemma":[0.008542908,0.0005089185,0.001083837,0.002691394,0.0009101784,0.005721275,0.003517316,0.006105508,0.09379178],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001647187,"about_ca_system_score_gemma":0.002493636,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002184806,"about_ca_topic_score_gemma":0.005916661,"domain_scores_codex":[0.9980035,0.0002741698,0.0001687041,0.0003394077,0.001049416,0.0001647408],"domain_scores_gemma":[0.990365,0.001735957,0.0004449781,0.0004233952,0.004952275,0.002078443],"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":[0.000007503661,0.00000608442,0.00003257524,0.00007087221,0.000001661828,0.00001587798,0.00001227173,0.00002418394,0.00006969742,0.0003089795,0.99169,0.007760145],"study_design_scores_gemma":[0.000004210162,0.00000954819,0.0002196107,0.0001232172,0.000002783867,0.00004147308,0.00002691518,0.0000485145,0.00004475905,0.0007543936,0.9987177,0.000006816317],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.0003920961,0.01803752,0.002833811,0.07320448,0.8605807,0.0001897041,0.002106596,0.0007490061,0.04190608],"genre_scores_gemma":[0.003012301,0.02286051,0.002429134,0.02877658,0.7128265,0.0002089438,0.004366207,0.001605596,0.2239142],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.1894282,"threshold_uncertainty_score":0.6337004,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0236281476977389,"score_gpt":0.2726131529760935,"score_spread":0.2489850052783545,"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."}}