{"id":"W4235392299","doi":"10.15353/joci.v2i2.2086","title":"Learning in Communities: A Distributed Intelligence Perspective","year":2006,"lang":"en","type":"article","venue":"The Journal of Community Informatics","topic":"Context-Aware Activity Recognition Systems","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Perspective (graphical); Computer science; Distributed learning; Human intelligence; Human–computer interaction; Data science; Knowledge management; Cognitive science; Artificial intelligence; Psychology","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":[0.005103577,0.0006064235,0.001034749,0.003058865,0.003945253,0.00878206,0.002634347,0.003489357,0.005862553],"category_scores_gemma":[0.009761892,0.000462881,0.0008611677,0.002857415,0.01220631,0.0185409,0.006355874,0.003098508,0.0006454619],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003421221,"about_ca_system_score_gemma":0.002921668,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00418991,"about_ca_topic_score_gemma":0.002995813,"domain_scores_codex":[0.995792,0.002026942,0.0001665138,0.0007094587,0.0009067882,0.0003981866],"domain_scores_gemma":[0.989407,0.006128065,0.0006811384,0.001431705,0.0009381252,0.001413941],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001006495,0.00003686533,0.0003939642,0.00006855046,0.00001667709,0.0000609684,0.001233148,0.004189962,0.0001044998,0.9807216,0.001046766,0.01211696],"study_design_scores_gemma":[0.00001947599,0.00001547425,0.0001514597,0.00003794825,0.000008540022,0.00003959693,0.0007640487,0.01160825,0.00007581631,0.9747068,0.01256517,0.000007470209],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03741174,0.005325069,0.7855523,0.03153228,0.0003481118,0.0002602147,0.0001426125,0.0003921727,0.1390356],"genre_scores_gemma":[0.8572924,0.002841319,0.1260817,0.0009181062,0.0004853786,0.0002926638,0.0001223102,0.00007042108,0.01189582],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00878206,"threshold_uncertainty_score":0.02699059,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03878726270883993,"score_gpt":0.2844453997411701,"score_spread":0.2456581370323302,"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."}}