{"id":"W3025331375","doi":"10.33137/jaste.v11i1.34258","title":"‘Design Thinking’ Grows Up","year":2020,"lang":"en","type":"article","venue":"Journal for Activist Science and Technology Education","topic":"Innovative Human-Technology Interaction","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Function (biology); Design thinking; Engineering ethics; Psychology; Mathematics education; Sociology; Pedagogy; Computer science; Engineering; 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":[],"consensus_categories":[],"category_scores_codex":[0.0009228808,0.0001206249,0.0001336483,0.0008598114,0.00117343,0.000374602,0.0012333,0.000122399,0.000003697698],"category_scores_gemma":[0.0009304673,0.0001070379,0.00002139787,0.002136433,0.0005493588,0.002211767,0.000177348,0.0005010785,0.00001096008],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001841657,"about_ca_system_score_gemma":0.001046056,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000118866,"about_ca_topic_score_gemma":2.712928e-7,"domain_scores_codex":[0.998764,0.00002010424,0.0002200184,0.0004059634,0.0002966119,0.0002932363],"domain_scores_gemma":[0.9983292,0.00006013749,0.0002869299,0.0002368197,0.001007885,0.00007906419],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002225767,0.000110848,0.0003292697,0.00001240611,0.00001793871,0.000002471607,0.002016159,0.000003627165,0.1619511,0.5566596,0.01480126,0.2640731],"study_design_scores_gemma":[0.000608437,0.00156747,0.0007558042,0.00005777702,0.00002077324,0.001338283,0.002524079,0.01700584,0.3452466,0.5923562,0.03805656,0.0004621041],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07695889,0.00006203845,0.8283809,0.09129839,0.002356307,0.000321354,3.211667e-7,0.0002817005,0.0003401118],"genre_scores_gemma":[0.9449099,0.00001473731,0.05332557,0.001431179,0.0001307046,0.00004704884,3.823104e-7,0.00000678679,0.0001337443],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.867951,"threshold_uncertainty_score":0.9025196,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03671738600636797,"score_gpt":0.3290849789265808,"score_spread":0.2923675929202128,"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."}}