{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004626146,0.0001762912,0.0001211017,0.0001938785,0.0002226298,0.00009464179,0.0005527279,0.0002615754,0.0008613113],"category_scores_gemma":[0.0001213316,0.000185174,0.00008828705,0.0002794983,0.00007231188,0.001851832,0.00004690726,0.0003323774,0.0002049665],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002669957,"about_ca_system_score_gemma":0.0007266158,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000484007,"about_ca_topic_score_gemma":0.000001157842,"domain_scores_codex":[0.9989241,0.00001794167,0.0004473454,0.0001408303,0.0002618933,0.0002078489],"domain_scores_gemma":[0.9989707,0.00005160961,0.0001935548,0.0001812682,0.0005598149,0.00004306725],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005790079,0.0006240177,0.002479114,0.0001626201,0.0005747352,1.019296e-7,0.1387274,0.0001084136,0.0005240258,0.357429,0.2395266,0.2597861],"study_design_scores_gemma":[0.0004903516,0.00003825934,0.002625729,0.00009326709,0.00003780193,0.00001802591,0.02503715,0.004309634,0.01747516,0.03883807,0.9105365,0.000500036],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.009832049,0.0001560998,0.8721049,0.00299056,0.007963752,0.001077558,0.00001480672,0.001473674,0.1043866],"genre_scores_gemma":[0.6571987,0.00007938161,0.3369124,0.001064581,0.0001209299,0.001227057,0.000282207,0.0000242667,0.003090481],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.67101,"threshold_uncertainty_score":0.9430755,"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."}}