{"id":"W1565990111","doi":"10.15353/joci.v7i1-2.2567","title":"The School of the Future / USP: Twenty Years of Vanguard in Social Networks","year":2011,"lang":"en","type":"article","venue":"The Journal of Community Informatics","topic":"Education and Digital Technologies","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Vanguard; Ethnography; Context (archaeology); Action research; Sociology; Action (physics); Qualitative research; Social research; Public relations; Pedagogy; Political science; Social science; Geography; Anthropology","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":[0.01261308,0.0002891024,0.0004172052,0.001590718,0.009801715,0.007543627,0.0008657285,0.002105178,0.003933697],"category_scores_gemma":[0.01220596,0.0004251358,0.0003276752,0.001958963,0.01881084,0.01518301,0.0106857,0.003316042,0.0003778185],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005897031,"about_ca_system_score_gemma":0.01203452,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008006454,"about_ca_topic_score_gemma":0.01918353,"domain_scores_codex":[0.9919866,0.005972824,0.0001653702,0.0004518084,0.0007622812,0.0006611376],"domain_scores_gemma":[0.9890563,0.005287301,0.0008113026,0.001202534,0.0008342309,0.002808364],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00005574613,0.00005347807,0.004112595,0.0002707697,0.00001161594,0.0002598423,0.3136236,0.000126964,0.0003880611,0.5371842,0.01148776,0.1324254],"study_design_scores_gemma":[0.000007914906,0.0001016909,0.003944301,0.0008507784,0.0000106106,0.0003138835,0.151403,0.000160842,0.0002670096,0.07144919,0.7714681,0.00002266862],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3826046,0.07998896,0.02060246,0.2721829,0.004448168,0.0003909491,0.0001836779,0.0002392043,0.2393591],"genre_scores_gemma":[0.9665701,0.01044179,0.003758338,0.003252445,0.0002741344,0.0001173133,0.00004162005,0.00004395597,0.0155003],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01261308,"threshold_uncertainty_score":0.06670511,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04958529050361467,"score_gpt":0.3186100873934174,"score_spread":0.2690247968898027,"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."}}