{"id":"W3187528900","doi":"10.1017/pds.2021.487","title":"NOVICE DESIGNERS TACKLE AND REFLECT ON THEIR PROCESS USING THE DESIGNERLY ACTIVITY THEORY","year":2021,"lang":"en","type":"article","venue":"Proceedings of the Design Society","topic":"Innovative Education and Learning Practices","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Dilemma; Dialog box; Set (abstract data type); Computer science; Metaphor; Complement (music); Process (computing); Interpretation (philosophy); Psychology; Epistemology; World Wide Web","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":[0.02563186,0.001201532,0.0007373024,0.002325621,0.003178757,0.01331851,0.002667223,0.003004573,0.003919782],"category_scores_gemma":[0.03608884,0.0009362146,0.001035272,0.0009138815,0.01306765,0.00945017,0.006643079,0.003409908,0.00118248],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002936624,"about_ca_system_score_gemma":0.004281386,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001394553,"about_ca_topic_score_gemma":0.001593002,"domain_scores_codex":[0.963656,0.02952671,0.0009113218,0.002234683,0.002694119,0.0009772708],"domain_scores_gemma":[0.9491585,0.03930298,0.001854427,0.00623482,0.002434419,0.001014937],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001314507,0.0005572409,0.01523844,0.0008104637,0.00006702466,0.0007308376,0.665598,0.005598676,0.009087248,0.174854,0.002149879,0.1251767],"study_design_scores_gemma":[0.0002122252,0.001155803,0.006094969,0.002013424,0.0001921686,0.002004549,0.4600874,0.03266751,0.02311104,0.2198144,0.2523648,0.00028173],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2245087,0.0005340497,0.7196669,0.004491383,0.0001023025,0.0009937811,0.00006672926,0.0004597553,0.04917642],"genre_scores_gemma":[0.7555521,0.0006187368,0.2310663,0.0005189161,0.00002579427,0.0005600557,0.00009955458,0.0001506249,0.01140809],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02563186,"threshold_uncertainty_score":0.1355559,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1337436478709254,"score_gpt":0.4052660339231025,"score_spread":0.2715223860521771,"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."}}