{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003942772,0.0001252746,0.0002734567,0.0002481281,0.0004384749,0.0001863621,0.002212071,0.00005088278,0.000006791079],"category_scores_gemma":[0.0002531761,0.00009240774,0.00008163302,0.0006059414,0.000136769,0.00141033,0.0004719317,0.001984239,0.00001772582],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002540614,"about_ca_system_score_gemma":0.0001320298,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002665832,"about_ca_topic_score_gemma":0.0008929163,"domain_scores_codex":[0.9968123,0.001718096,0.0009040287,0.000008549768,0.0003625843,0.0001943813],"domain_scores_gemma":[0.9953942,0.002481217,0.0008687189,0.0005602725,0.0006548969,0.00004073696],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00005762317,0.0004222112,0.002265744,0.00006376808,0.0000703342,0.000003043374,0.9263988,0.03682543,0.00002834325,0.009178183,0.0007419772,0.02394453],"study_design_scores_gemma":[0.0004599838,0.0003932751,0.004340883,0.0002573733,0.0000162687,0.0006470963,0.9396641,0.03584116,0.0002872938,0.01613129,0.001764481,0.0001967542],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4588945,0.00005974491,0.5371899,0.0006166444,0.00008775288,0.00008943288,0.000002968718,0.00003330556,0.003025777],"genre_scores_gemma":[0.9991178,0.00004010551,0.0006339216,0.0001565884,0.00002497553,0.0000014045,0.000003110353,0.000004511089,0.0000175848],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5402234,"threshold_uncertainty_score":0.8620641,"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."}}