{"id":"W1577253289","doi":"","title":"A Community of (New Media) Practice: Examining Learning Stories from a Videoblogging Collective","year":2007,"lang":"en","type":"article","venue":"EdMedia: World Conference on Educational Media and Technology","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Community of practice; Public relations; Media studies; Sociology; Psychology; Political science; Pedagogy","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":[],"consensus_categories":[],"category_scores_codex":[0.0008836821,0.0001990363,0.0003439286,0.0009059516,0.000315993,0.00006122537,0.0006899766,0.0001713178,0.00004856419],"category_scores_gemma":[0.00821449,0.0002013283,0.00002683367,0.001472005,0.0003812841,0.0002611529,0.0002577542,0.001491202,0.0000125526],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009617083,"about_ca_system_score_gemma":0.001236719,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002766581,"about_ca_topic_score_gemma":0.0007502295,"domain_scores_codex":[0.9983483,0.0001915271,0.0003716533,0.0003592249,0.0003891824,0.0003401175],"domain_scores_gemma":[0.9916311,0.006955294,0.0003677844,0.000413974,0.0004520222,0.000179808],"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":[0.00005228705,0.0004644551,0.04473392,0.00002070915,0.0001196709,0.00001833547,0.03979139,0.00001675293,0.001331528,0.8643702,0.00117004,0.04791075],"study_design_scores_gemma":[0.0005677581,0.0002826357,0.02958065,0.0002341624,0.00003955991,0.00001977854,0.004982309,0.001205876,0.001838237,0.9600537,0.0008903511,0.0003049896],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2560974,0.001091514,0.02648243,0.7060216,0.002877195,0.0002816809,0.00001386008,0.0005526822,0.006581588],"genre_scores_gemma":[0.9668946,0.0000744495,0.03166519,0.0001837242,0.0003751963,0.00001100042,0.00002735999,0.00001149498,0.0007569403],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7107973,"threshold_uncertainty_score":0.9834106,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0641810267384808,"score_gpt":0.3282216464055362,"score_spread":0.2640406196670554,"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."}}