{"id":"W2204140911","doi":"","title":"The Struggle for Community and Content in Virtual Learning Communities","year":2004,"lang":"en","type":"article","venue":"EdMedia: World Conference on Educational Media and Technology","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Content (measure theory); Computer science; Public relations; Political science; Internet privacy; Mathematics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0006639521,0.00009151586,0.000136407,0.0002274164,0.001314186,0.00006494977,0.000248841,0.0001002405,0.00003380619],"category_scores_gemma":[0.001252206,0.0000754564,0.00001356153,0.0002563735,0.001203072,0.00006697319,0.00006497525,0.0008592315,0.000003410655],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005979476,"about_ca_system_score_gemma":0.0006346804,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009770965,"about_ca_topic_score_gemma":0.0670213,"domain_scores_codex":[0.9991416,0.0002100907,0.0001561975,0.00009990831,0.0001361359,0.0002560476],"domain_scores_gemma":[0.9970704,0.002533884,0.00007118563,0.0001200401,0.000140076,0.00006436463],"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":[0.00001257229,0.00007624272,0.01495121,0.000004133456,0.000006836139,2.630537e-7,0.009752136,0.000003452086,0.00002368372,0.9491978,0.00009151854,0.02588013],"study_design_scores_gemma":[0.0006174597,0.0001826904,0.006656644,0.00009394086,0.000006834916,0.000001788234,0.1125608,0.00002712945,0.00005745497,0.8668004,0.0128621,0.0001327952],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5210494,0.0003359592,0.00001583382,0.4763464,0.0003756603,0.000200585,0.000004492194,0.00004517298,0.001626465],"genre_scores_gemma":[0.9977951,0.0005731446,0.0003077444,0.000106912,0.000158655,0.0001237849,0.00002323999,0.000005919578,0.0009054947],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4767457,"threshold_uncertainty_score":0.999986,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07789854759531695,"score_gpt":0.3297714061033818,"score_spread":0.2518728585080649,"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."}}