{"id":"W2072469164","doi":"10.1002/tea.20425","title":"Networks of practice in science education research: A global context","year":2011,"lang":"en","type":"article","venue":"Journal of Research in Science Teaching","topic":"Global Education and Multiculturalism","field":"Social Sciences","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Inyuvesi Yakwazulu-Natali; University of Toronto; Technische Universiteit Eindhoven; Purdue University; Seoul National University; Nanyang Technological University; Daegu University; University of Waikato","keywords":"Sociology; Salience (neuroscience); Dominance (genetics); Narrative; Community of practice; Science education; Participatory action research; Public relations; Global education; Context (archaeology); Citizen journalism; Pedagogy; Political science; Psychology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.1246101,0.00006730902,0.0001675987,0.001585674,0.001189313,0.0003161179,0.002049072,0.00006384072,0.00002882075],"category_scores_gemma":[0.07262216,0.00005482627,0.00003891129,0.008141037,0.007005217,0.003812948,0.0002294465,0.001544706,0.000006439503],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002163193,"about_ca_system_score_gemma":0.01578498,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04348063,"about_ca_topic_score_gemma":0.00399207,"domain_scores_codex":[0.9913871,0.00239213,0.0005735134,0.0002823588,0.004369849,0.0009950137],"domain_scores_gemma":[0.9920913,0.001028306,0.0003214053,0.0002307692,0.005839804,0.0004884212],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001336226,0.001449374,0.02416989,0.00001349764,0.000003682168,0.0000304125,0.5604621,0.0000884237,0.001891537,0.2863461,0.001298174,0.1241133],"study_design_scores_gemma":[0.0004235101,0.0002498513,0.1009938,0.0006797477,0.000002689045,0.00005179171,0.8666667,0.0002896211,0.0001965188,0.006580232,0.02373607,0.000129452],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8632951,0.0005341714,0.0000174766,0.005068716,0.0009860101,0.0002868379,3.661198e-7,0.000004650745,0.1298066],"genre_scores_gemma":[0.9957932,0.000236839,0.003588117,0.0001071751,0.0001644285,0.000004035348,5.699795e-8,0.000002379075,0.0001038221],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3062047,"threshold_uncertainty_score":0.9956971,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2919265255655226,"score_gpt":0.5893953375517554,"score_spread":0.2974688119862328,"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."}}