{"id":"W4406170043","doi":"10.15353/joci.v21i1.6071","title":"Disparity, Instability, and Power in the Crowdmapping Ecosystem","year":2025,"lang":"en","type":"article","venue":"The Journal of Community Informatics","topic":"Open Source Software Innovations","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Instability; Power (physics); Ecosystem; Environmental science; Economics; Physics; Mechanics; Ecology; Biology; Thermodynamics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008362776,0.00007777386,0.0001604115,0.0001808111,0.0004714328,0.0003109039,0.002799177,0.00003576374,0.000001374514],"category_scores_gemma":[0.0004683237,0.00004296297,0.00003265336,0.000855288,0.00008713854,0.0009449538,0.0008875343,0.001078479,0.000002211362],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005230949,"about_ca_system_score_gemma":0.0001136274,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003739284,"about_ca_topic_score_gemma":0.0001134525,"domain_scores_codex":[0.9980526,0.0007932811,0.000757001,0.000008367646,0.0002578101,0.0001309347],"domain_scores_gemma":[0.9966933,0.001874362,0.0003789698,0.0007990181,0.0002349735,0.00001940888],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001852383,0.000283054,0.01171913,0.00025802,0.00008012204,0.000001006928,0.7904219,0.001640457,0.00001203977,0.1776973,0.003085348,0.0147831],"study_design_scores_gemma":[0.002302533,0.0004750141,0.2540737,0.001170143,0.00008123092,0.00102991,0.5462829,0.02633665,0.0001295895,0.1248346,0.04281057,0.000473087],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7839519,0.00003524406,0.2056016,0.005758166,0.0001107509,0.0001315544,0.00000116216,0.00001053236,0.004399157],"genre_scores_gemma":[0.9959099,0.00001386404,0.002197668,0.001865335,0.000004993626,9.784727e-7,2.260649e-7,0.000001445937,0.000005571198],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.244139,"threshold_uncertainty_score":0.5201614,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02388535642459701,"score_gpt":0.2835230116149953,"score_spread":0.2596376551903983,"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."}}