{"id":"W1991134452","doi":"10.1002/sce.20435","title":"Currents in STSE education: Mapping a complex field, 40 years on","year":2011,"lang":"en","type":"article","venue":"Science Education","topic":"Science Education and Pedagogy","field":"Social Sciences","cited_by":381,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Pedagogy; Context (archaeology); Teacher education; Confusion; Typology; Field (mathematics); Psychology; Ideology; Sociology; Mathematics education; Politics; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["bibliometrics","sts"],"consensus_categories":[],"category_scores_codex":[0.01030877,0.0005580622,0.0005714085,0.01082403,0.004001595,0.01066784,0.0008052207,0.002858292,0.004982513],"category_scores_gemma":[0.01632761,0.0005468646,0.0004159223,0.01282138,0.01509988,0.02356309,0.007474947,0.003496005,0.0004898263],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007061942,"about_ca_system_score_gemma":0.007000043,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01066846,"about_ca_topic_score_gemma":0.01492389,"domain_scores_codex":[0.9955029,0.002267807,0.0004476348,0.000551573,0.0007943235,0.0004358847],"domain_scores_gemma":[0.9845421,0.01024467,0.001294689,0.0007969028,0.002588714,0.0005329197],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.00007967225,0.0001065928,0.01218023,0.002242153,0.00004121384,0.0005327219,0.29053,0.0004603793,0.0006950684,0.1790345,0.01380898,0.5002885],"study_design_scores_gemma":[0.00001006504,0.00009290883,0.01991377,0.007848245,0.00003108227,0.0007123353,0.3072115,0.0005131923,0.0006493672,0.06419632,0.5987529,0.00006833435],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.2387185,0.532367,0.01538385,0.1204998,0.003027359,0.0001619867,0.0003067635,0.0001644962,0.08937033],"genre_scores_gemma":[0.7731749,0.2045868,0.00595925,0.004540115,0.0007940882,0.0001014219,0.0002380118,0.00006915818,0.0105362],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9959984,"threshold_uncertainty_score":0.05451864,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2468886641600222,"score_gpt":0.4674076080397394,"score_spread":0.2205189438797172,"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."}}