{"id":"W1487638387","doi":"10.15353/joci.v3i1.2382","title":"Beyond Users to Communities – Designing Systems As Though Communities Matter - An Introduction to the Special Issue","year":2007,"lang":"en","type":"article","venue":"The Journal of Community Informatics","topic":"Innovative Approaches in Technology and Social Development","field":"Business, Management and Accounting","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Environmental ethics; Environmental resource management; Environmental planning; Geography; Environmental science","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":[0.003133483,0.001419738,0.001685705,0.001978892,0.003500548,0.008369124,0.001943754,0.007021383,0.0168189],"category_scores_gemma":[0.00573633,0.001181528,0.001525385,0.002457966,0.00767801,0.01952932,0.004603898,0.01052851,0.004613678],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002223066,"about_ca_system_score_gemma":0.002054276,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001684949,"about_ca_topic_score_gemma":0.003131759,"domain_scores_codex":[0.9960018,0.001579746,0.0003551623,0.0005482418,0.001285814,0.0002292715],"domain_scores_gemma":[0.9936692,0.004340311,0.0001831221,0.0003848774,0.0008362215,0.0005862871],"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":[0.00001746095,0.0000785439,0.0002704089,0.0006885057,0.00002464416,0.0002332741,0.002489694,0.0005053366,0.0007629819,0.5313016,0.3564124,0.1072152],"study_design_scores_gemma":[0.000005599674,0.00004733455,0.0003221954,0.0003904318,0.000009445635,0.0003330403,0.0005805665,0.000692122,0.0001613923,0.1379616,0.8594615,0.00003473995],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.002760408,0.2064245,0.2115156,0.1701484,0.2200156,0.0004029873,0.0002877753,0.000833909,0.187611],"genre_scores_gemma":[0.07010772,0.2020124,0.1097372,0.05763702,0.3183134,0.001334823,0.0008060988,0.001576759,0.2384746],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.0168189,"threshold_uncertainty_score":0.05626488,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03521996704470847,"score_gpt":0.2672170388053095,"score_spread":0.231997071760601,"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."}}