{"id":"W2054248903","doi":"10.5210/fm.v15i12.3149","title":"Education and the social Web: Connective learning and the commercial imperative","year":2010,"lang":"en","type":"article","venue":"First Monday","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Thompson Rivers University","funders":"","keywords":"Commercialism; Web 2.0; World Wide Web; Business; Public relations; Internet privacy; The Internet; Computer science; Political science","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":[0.0007109895,0.00008723398,0.0001184654,0.00002869753,0.001664169,0.0004397588,0.0003249181,0.00004698831,0.00004854158],"category_scores_gemma":[0.0005663509,0.00005031567,0.00002917547,0.0001377074,0.0004074462,0.0002475795,0.000238858,0.0005286467,0.00002068666],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001167143,"about_ca_system_score_gemma":0.0001319362,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000140247,"about_ca_topic_score_gemma":0.00005293591,"domain_scores_codex":[0.9991993,0.0002809689,0.0001037229,0.0001849739,0.000104852,0.0001261656],"domain_scores_gemma":[0.9989232,0.00073564,0.00008437081,0.0001386993,0.00007833031,0.00003978994],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005799584,0.00004432602,0.0030542,0.000005136033,0.00002337788,2.033598e-7,0.6061412,0.000006483286,0.00008949405,0.3574328,0.004433246,0.0287115],"study_design_scores_gemma":[0.005763551,0.00008925269,0.09096713,0.00002252778,0.00004187349,0.00004187995,0.04514376,0.03361458,0.0001814143,0.00750313,0.8162015,0.0004293913],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9048526,0.0001271897,0.0005267527,0.07763022,0.00117959,0.0003321416,7.028959e-7,0.00005696081,0.01529384],"genre_scores_gemma":[0.9974982,0.00003363673,0.0004255622,0.0006644749,0.0002969444,0.00004968548,0.000001771268,0.000005485521,0.001024242],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8117683,"threshold_uncertainty_score":0.9996355,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006502169839027204,"score_gpt":0.2705494657818461,"score_spread":0.2640472959428189,"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."}}