{"id":"W1979889480","doi":"10.1007/s11422-006-9018-9","title":"From designing artifacts to learning science: A dialectical perspective","year":2006,"lang":"en","type":"article","venue":"Cultural Studies of Science Education","topic":"Design Education and Practice","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Dialectic; Contradiction; Epistemology; Embodied cognition; Science education; Sociology; Perspective (graphical); Artifact (error); Cognitive science; Psychology; Computer science; Artificial intelligence; Pedagogy; Philosophy","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":[],"consensus_categories":[],"category_scores_codex":[0.01602056,0.001399402,0.001292309,0.006134707,0.008790913,0.02205852,0.003583475,0.007025102,0.002899272],"category_scores_gemma":[0.0146322,0.001286688,0.001043445,0.00451106,0.0794451,0.02137361,0.008784467,0.008182661,0.0004858774],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009325146,"about_ca_system_score_gemma":0.008180676,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006852047,"about_ca_topic_score_gemma":0.004826542,"domain_scores_codex":[0.9806947,0.01542055,0.0006155708,0.0008851885,0.00164617,0.0007379294],"domain_scores_gemma":[0.9755152,0.02060636,0.0005865411,0.001197638,0.001270393,0.0008238903],"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":[0.000008694396,0.00001567392,0.0001046274,0.00008029489,0.000007253101,0.00008371857,0.0443515,0.0002164562,0.0001617378,0.9523142,0.0002622029,0.002393617],"study_design_scores_gemma":[0.0000371085,0.00003935898,0.0002544746,0.000540641,0.00002089961,0.0002715182,0.0632365,0.001162504,0.0006604049,0.8839555,0.04979334,0.00002769356],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06332001,0.0197894,0.5192949,0.06481723,0.0008996536,0.0003143787,0.0001106327,0.0002262373,0.3312276],"genre_scores_gemma":[0.9100582,0.00552951,0.07309522,0.002858266,0.0001858773,0.0004217045,0.00006712792,0.0002092909,0.007574768],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02205852,"threshold_uncertainty_score":0.08472586,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04606511151062909,"score_gpt":0.3737113493540387,"score_spread":0.3276462378434096,"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."}}