{"id":"W4392681698","doi":"10.22318/icls2023.430707","title":"Reframing From Design Fields: Supporting Pre-Service Teachers in Designerly Thinking","year":2023,"lang":"en","type":"article","venue":"Proceedings.","topic":"Design Education and Practice","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Cognitive reframing; Conceptualization; Framing (construction); Design thinking; Computer science; Context (archaeology); Mathematics education; Human–computer interaction; Engineering; Psychology; Artificial intelligence","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":[0.001091611,0.0001631318,0.000157193,0.000192021,0.00008636946,0.0001820296,0.0002626882,0.0001414569,0.0001238485],"category_scores_gemma":[0.0004263393,0.0001807354,0.0000269572,0.0008935197,0.000007710151,0.0006459979,0.00003230244,0.0004097054,0.0002377632],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000898644,"about_ca_system_score_gemma":0.00003725589,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001646569,"about_ca_topic_score_gemma":0.00002384523,"domain_scores_codex":[0.9988065,0.00001971982,0.0003254311,0.0002443277,0.0002111181,0.000392841],"domain_scores_gemma":[0.9994277,0.0002644545,0.00007517539,0.00009474343,0.00005743357,0.00008046124],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001151032,0.0001396665,0.02429492,0.0005553079,0.0002088176,0.00006399643,0.5546042,0.03018082,0.08775314,0.001295357,0.0790895,0.2216992],"study_design_scores_gemma":[0.002176685,0.0001867533,0.05810211,0.001073493,0.0001859219,0.00003405022,0.08530842,0.6946934,0.07448514,0.02808266,0.05287379,0.002797563],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9409987,0.0002022127,0.03500115,0.001102269,0.0007940516,0.0005136855,0.000002608813,0.002237474,0.0191478],"genre_scores_gemma":[0.9854885,0.0000450655,0.01352328,0.0003504986,0.0001771943,0.00005542868,0.00001093289,0.00005388479,0.0002952443],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6645126,"threshold_uncertainty_score":0.7370176,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03473445397936982,"score_gpt":0.2869848201055966,"score_spread":0.2522503661262268,"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."}}