{"id":"W2273543769","doi":"","title":"Lost in transformation: why the theory that we teach is not the theory that they know","year":2007,"lang":"en","type":"article","venue":"Saint Mary's University Institutional Repository (Saint Mary's University)","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"European Regional Development Fund; Atlantic Canada Opportunities Agency; University of Oxford; Harvard University; Université de Moncton; University of Pennsylvania","keywords":"Need to know; Epistemology; Transformation (genetics); Computer science; Philosophy; Computer security","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03249863,0.0003850569,0.0006179379,0.001496734,0.008996211,0.01600689,0.002176807,0.004210175,0.004932601],"category_scores_gemma":[0.07483712,0.0004874941,0.0005518852,0.001165149,0.07787977,0.02118735,0.009324617,0.0199426,0.002099355],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008877344,"about_ca_system_score_gemma":0.01608576,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006819019,"about_ca_topic_score_gemma":0.005306411,"domain_scores_codex":[0.9628049,0.02548422,0.0006346275,0.002278226,0.006596987,0.002201125],"domain_scores_gemma":[0.9586186,0.02375211,0.002600488,0.005238913,0.005112617,0.004677265],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003843343,0.0001216381,0.003020284,0.000147955,0.00003285464,0.0002868845,0.1602748,0.0003850852,0.000446057,0.7599349,0.03473952,0.04057156],"study_design_scores_gemma":[0.00003817014,0.00004557441,0.0007851685,0.0002693416,0.0000152424,0.0002205122,0.06315915,0.0008736299,0.0005703426,0.7859781,0.1480119,0.00003292148],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.07816477,0.006239512,0.04886192,0.769401,0.00300939,0.0001069757,0.0000521236,0.0004497061,0.09371461],"genre_scores_gemma":[0.9352962,0.002140701,0.01085891,0.03875604,0.000482053,0.0001346682,0.00005590311,0.0003269727,0.01194844],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03249863,"threshold_uncertainty_score":0.1718712,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04301830444612628,"score_gpt":0.2629069541119315,"score_spread":0.2198886496658053,"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."}}