{"id":"W2857493681","doi":"10.36510/learnland.v11i2.947","title":"The Design-Debrief: Using Storytelling to Connect Preservice Teacher Reflection With Design-Thinking","year":2018,"lang":"en","type":"article","venue":"LEARNing Landscapes","topic":"Digital Storytelling and Education","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Debriefing; Reflection (computer programming); Storytelling; Mathematics education; Design thinking; Pedagogy; Psychology; Computer science; Narrative; Human–computer interaction","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.002246694,0.000184113,0.0001747531,0.00009722844,0.004112824,0.0001270367,0.0002408559,0.0001361922,0.0001092462],"category_scores_gemma":[0.0005353543,0.0001217865,0.00002995407,0.0003734334,0.00004433784,0.0002065544,0.00005576683,0.0006742798,0.0003356899],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001890498,"about_ca_system_score_gemma":0.0002480955,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003507099,"about_ca_topic_score_gemma":0.0002355414,"domain_scores_codex":[0.9974517,0.001036822,0.0002874776,0.000337176,0.0002997225,0.0005870704],"domain_scores_gemma":[0.9976969,0.001398557,0.0002180421,0.0002560406,0.0002969212,0.0001335626],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.005716639,0.0003127095,0.1546246,0.0003962246,0.000531678,0.00001389553,0.2878701,0.4509068,0.008944417,0.001182136,0.02788889,0.06161189],"study_design_scores_gemma":[0.001469974,0.002461962,0.006253784,0.002083248,0.0001931595,0.00002551051,0.02742921,0.1521271,0.002418197,0.001721327,0.802507,0.001309472],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5440392,0.0002768136,0.4431316,0.000772281,0.0009958623,0.0008182225,3.366474e-7,0.0004270943,0.009538609],"genre_scores_gemma":[0.9737719,0.00001763216,0.01640333,0.0004387821,0.001504388,0.00007396748,0.000004815879,0.00007389502,0.007711302],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7746181,"threshold_uncertainty_score":0.9971837,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09135214678529567,"score_gpt":0.3794103062642569,"score_spread":0.2880581594789612,"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."}}