{"id":"W622392463","doi":"","title":"Thinking through Design: Indirect Professional Development","year":2011,"lang":"en","type":"article","venue":"Society for Information Technology & Teacher Education International Conference","topic":"Design Education and Practice","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Prince Edward Island; York University","funders":"","keywords":"Engineering ethics; Computer science; Process management; Business; Engineering","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":[0.006397374,0.0007098124,0.0003959196,0.001444019,0.002461754,0.006372341,0.001475096,0.001491878,0.02128761],"category_scores_gemma":[0.02443147,0.0007892498,0.0006873545,0.0008761487,0.01323504,0.007560113,0.007133668,0.00254647,0.002878579],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001575731,"about_ca_system_score_gemma":0.003752918,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006384411,"about_ca_topic_score_gemma":0.000743383,"domain_scores_codex":[0.9919071,0.005414936,0.0002037281,0.0005594576,0.001606738,0.0003080555],"domain_scores_gemma":[0.9757974,0.01597701,0.0007726431,0.004621367,0.001951284,0.0008802676],"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":[0.00005398404,0.0002005991,0.002275855,0.0004627813,0.00002523205,0.000191313,0.02288707,0.0008536809,0.001661258,0.8114607,0.005418326,0.1545092],"study_design_scores_gemma":[0.00008657682,0.000191204,0.001551815,0.0004311851,0.00004602715,0.0008825911,0.009561578,0.006296193,0.004783897,0.8428537,0.1332837,0.00003140222],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.05101272,0.0007658787,0.3638639,0.005077909,0.0002584792,0.0002626797,0.00005031238,0.0006203215,0.5780878],"genre_scores_gemma":[0.7540042,0.000812118,0.1677838,0.0007419425,0.00006589046,0.0005409385,0.0001254897,0.0004663908,0.07545912],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02128761,"threshold_uncertainty_score":0.07121408,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06747534622852679,"score_gpt":0.3115449017915528,"score_spread":0.244069555563026,"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."}}