{"id":"W3016828147","doi":"10.4018/978-1-7998-4018-3.ch005","title":"The Uncertain Participatory Geoweb","year":2020,"lang":"en","type":"book-chapter","venue":"Advances in public policy and administration (APPA) book series","topic":"Geographic Information Systems Studies","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Okanagan University College; University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Citizen journalism; Transformative learning; Geography; Environmental planning; Political science; Sociology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.002478785,0.0003810802,0.000215672,0.0008054348,0.009504414,0.008951223,0.00135906,0.001816775,0.02727335],"category_scores_gemma":[0.003152744,0.000333071,0.0002670825,0.001890666,0.007049809,0.005921232,0.007041976,0.001455048,0.004068738],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01091731,"about_ca_system_score_gemma":0.01591049,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1169695,"about_ca_topic_score_gemma":0.2764681,"domain_scores_codex":[0.9983327,0.0006261783,0.00003468236,0.0002194467,0.0005399123,0.0002471606],"domain_scores_gemma":[0.9982098,0.000793612,0.00006626517,0.0003348158,0.0003155599,0.0002799113],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002694886,0.00002665339,0.0006276487,0.0002541475,0.000005513746,0.0003678956,0.03862327,0.0008128276,0.0005847948,0.6813535,0.1409838,0.136333],"study_design_scores_gemma":[0.000002002909,0.000003176838,0.0002716591,0.00009734664,0.00000118148,0.00006739765,0.005004528,0.0001591565,0.000169053,0.01791701,0.9763022,0.000005273154],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.011681,0.002670244,0.01451796,0.009645488,0.0004520632,0.0001778502,0.0003764283,0.0002946792,0.9601844],"genre_scores_gemma":[0.2045669,0.004419437,0.01608771,0.001348576,0.0001157128,0.0003670856,0.0006232057,0.0002983262,0.7721732],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1169695,"threshold_uncertainty_score":0.2325773,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05042588072881002,"score_gpt":0.3365190562057018,"score_spread":0.2860931754768917,"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."}}