{"id":"W4294096112","doi":"10.22230/cjc.2022v47n2a4235","title":"Network Wisdom: The Role of Scaffolding in Expanding Communities of Practice and Technical Competencies in Community Networks","year":2022,"lang":"en","type":"article","venue":"Canadian Journal of Communication","topic":"Innovative Approaches in Technology and Social Development","field":"Business, Management and Accounting","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sociology; Library science; Computer 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":[0.009067317,0.0003467885,0.0003730747,0.003192668,0.008503822,0.01474667,0.001447227,0.002295174,0.01199698],"category_scores_gemma":[0.0278725,0.0003389935,0.0004897098,0.002699042,0.01722968,0.01916004,0.009017416,0.001989506,0.00116384],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005295519,"about_ca_system_score_gemma":0.006833706,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004270953,"about_ca_topic_score_gemma":0.007213464,"domain_scores_codex":[0.9942378,0.003491329,0.0001963251,0.0006305136,0.001027066,0.0004170301],"domain_scores_gemma":[0.9704347,0.01986282,0.002576865,0.002294416,0.00177911,0.003052064],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000939572,0.0001518351,0.01525932,0.0005353849,0.00003763189,0.0006240238,0.1826255,0.001068883,0.0007121279,0.5305015,0.02700759,0.2413823],"study_design_scores_gemma":[0.00004808768,0.0001419959,0.02184518,0.001376123,0.00005108343,0.0005400065,0.1216681,0.003419167,0.0007812374,0.5755644,0.274477,0.00008762249],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2682649,0.009988799,0.07095487,0.08697367,0.001261868,0.0002897572,0.0002847289,0.0005217345,0.5614597],"genre_scores_gemma":[0.967068,0.002413363,0.01531721,0.001131414,0.0002707381,0.0002122278,0.0001066647,0.0001104643,0.01336995],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01474667,"threshold_uncertainty_score":0.04795313,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02279304220209405,"score_gpt":0.2383122758949054,"score_spread":0.2155192336928113,"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."}}