{"id":"W3126592987","doi":"","title":"Scaffolding and the interactive circulation of meaning","year":2009,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Design Education and Practice","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian Linguistic Association","funders":"","keywords":"Meaning (existential); Computer science; Circulation (fluid dynamics); Scaffold; Programming language; Epistemology; Philosophy; Physics; Mechanics","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":[0.003994444,0.0001692061,0.0002341855,0.0001197408,0.000121802,0.0001985743,0.0003654825,0.0001230391,0.00005764261],"category_scores_gemma":[0.001152472,0.0001564151,0.00008450521,0.0001775968,0.0001194189,0.0001671412,0.0001933292,0.0004257153,0.000006449565],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006436498,"about_ca_system_score_gemma":0.00006214945,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002132604,"about_ca_topic_score_gemma":0.0001050315,"domain_scores_codex":[0.9967751,0.00233113,0.0003364184,0.0002383933,0.0001884481,0.0001305462],"domain_scores_gemma":[0.9960749,0.002189792,0.0002835178,0.0007228011,0.0006728442,0.00005612603],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00006476575,0.0002782392,0.0006939531,0.0005697564,0.0003873832,0.000001671868,0.1090712,0.01000713,0.00874813,0.5691302,0.001422444,0.299625],"study_design_scores_gemma":[0.002678995,5.782754e-7,0.02084064,0.00605593,0.0004010506,0.00004968582,0.002243008,0.7914984,0.07738094,0.0826635,0.01496799,0.001219322],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1308978,0.004001714,0.4383356,0.009869772,0.0007056381,0.000845212,0.0000179608,0.0004199189,0.4149064],"genre_scores_gemma":[0.9864331,0.0007154999,0.01230596,0.00004455818,0.00001872478,0.00002115376,0.00004642233,0.00002348039,0.0003910786],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8555353,"threshold_uncertainty_score":0.6378421,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01296212739971798,"score_gpt":0.2324987541957872,"score_spread":0.2195366267960692,"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."}}