{"id":"W2385830463","doi":"","title":"How to Prepare Learners for a Knowledge Society——Interview with Dr.Marlene Scardamalia","year":2009,"lang":"en","type":"article","venue":"Kaifang jiaoyu yanjiu","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sociology; Work (physics); Collaborative learning; Pedagogy; Management; Knowledge management; Engineering; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002022076,0.0003682644,0.0004922582,0.0001465453,0.0002794153,0.0001395015,0.0004037099,0.0002011834,0.0001892475],"category_scores_gemma":[0.0002769951,0.0003050322,0.0002942975,0.0006117325,0.00008287346,0.0001142474,0.0000488862,0.0004446658,0.0001883805],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001214919,"about_ca_system_score_gemma":0.00006352623,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002157698,"about_ca_topic_score_gemma":0.00002406833,"domain_scores_codex":[0.9972796,0.0007609142,0.0002802592,0.0007645024,0.0001958411,0.0007189157],"domain_scores_gemma":[0.9984808,0.0002618924,0.000170458,0.0006689055,0.0002533154,0.0001646323],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004368635,0.0004429644,0.001460071,0.0001618975,0.000487147,0.00001364342,0.04842921,0.00004904621,0.003826239,0.009312124,0.4469613,0.4884195],"study_design_scores_gemma":[0.001744497,0.001922654,0.01567996,0.0003097565,0.0001141269,0.00003654438,0.006461849,0.00009502736,0.0004329199,0.0005161617,0.9720102,0.0006763093],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4138737,0.002984734,0.4112821,0.04317709,0.002277625,0.003081071,0.00007516454,0.001598279,0.1216502],"genre_scores_gemma":[0.80964,0.000004857832,0.05236838,0.004025275,0.000825645,0.000193663,0.00004955184,0.0001082815,0.1327843],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5250489,"threshold_uncertainty_score":0.9999402,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07806882616923956,"score_gpt":0.3992643620192153,"score_spread":0.3211955358499757,"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."}}