{"id":"W1497546529","doi":"10.15353/joci.v6i3.2537","title":"Using Collaboration Patterns for Contextualizing Roles in Community Systems Design","year":2011,"lang":"en","type":"article","venue":"The Journal of Community Informatics","topic":"Service-Oriented Architecture and Web Services","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Conversation; Workflow; Fragmentation (computing); Computer science; Context (archaeology); Domain (mathematical analysis); Knowledge management; Human–computer interaction; World Wide Web; Sociology; Communication; Geography; Database","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":[0.009561418,0.001149641,0.0006666496,0.003137124,0.00294351,0.004253397,0.001912507,0.002065119,0.002196593],"category_scores_gemma":[0.02113994,0.001218324,0.001536197,0.002361515,0.006183829,0.008699879,0.004916551,0.002239271,0.0004165962],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002270827,"about_ca_system_score_gemma":0.003188248,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005116515,"about_ca_topic_score_gemma":0.009290984,"domain_scores_codex":[0.988683,0.007448568,0.0009645582,0.001246571,0.001263336,0.0003939067],"domain_scores_gemma":[0.9853457,0.008768176,0.00136414,0.002501584,0.001411039,0.0006093179],"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":[0.000234115,0.0002240311,0.00952799,0.0008802149,0.0001556263,0.0009824119,0.0386081,0.04996388,0.008713628,0.7512174,0.002522375,0.1369702],"study_design_scores_gemma":[0.000190042,0.0003836761,0.002527183,0.0009150363,0.0002594849,0.00137785,0.01434557,0.2435862,0.01261371,0.6155322,0.1080462,0.0002228062],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02185465,0.0001744317,0.9726345,0.0007547601,0.00005121846,0.0003428808,0.00009335339,0.0002897382,0.003804509],"genre_scores_gemma":[0.1860886,0.0001764473,0.8116566,0.0001057526,0.00001583433,0.0007314187,0.0001634561,0.00009344273,0.0009684964],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009561418,"threshold_uncertainty_score":0.0505662,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1203500001304336,"score_gpt":0.3085126379666521,"score_spread":0.1881626378362185,"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."}}