{"id":"W3177369388","doi":"10.1145/3450741.3466629","title":"How a Creative Product Evolves: A Structural Analysis of Creative Trajectories in Graphic Design","year":2021,"lang":"en","type":"article","venue":"Creativity and Cognition","topic":"Creativity in Education and Neuroscience","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Brainstorming; Sketch; Creativity; Focus (optics); Computer science; Creative work; Product design; Session (web analytics); Product (mathematics); Ideation; Graphic design; New product development; Trajectory; Order (exchange); Creative problem-solving; Work (physics); Creative brief; Human–computer interaction; Multimedia; Psychology; Engineering; Cognitive science; Visual arts; Artificial intelligence; World Wide Web; Marketing; Mathematics; Mechanical engineering; Social psychology","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":[0.001340979,0.0001734922,0.0001437244,0.002347789,0.00106116,0.002357409,0.0004703276,0.0005674744,0.002405844],"category_scores_gemma":[0.01015973,0.0002845551,0.0003683149,0.001706255,0.002027963,0.003128749,0.001370167,0.000679407,0.0002776824],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001062215,"about_ca_system_score_gemma":0.0007245243,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002869219,"about_ca_topic_score_gemma":0.0045391,"domain_scores_codex":[0.999428,0.0002503391,0.00002939133,0.0001029443,0.000130652,0.00005855648],"domain_scores_gemma":[0.9941308,0.004161642,0.0005988347,0.0004779647,0.0004196902,0.0002111228],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.000643179,0.0003552299,0.2773455,0.0006207754,0.0001220853,0.001804862,0.2614167,0.01741637,0.02143291,0.1343655,0.001619111,0.2828577],"study_design_scores_gemma":[0.00006916252,0.0005145728,0.5631316,0.0005105922,0.0001390255,0.002468247,0.1039475,0.103822,0.01198045,0.1748391,0.03837313,0.000204671],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9523683,0.0003987518,0.03514984,0.0003701727,0.000005723131,0.0001068326,0.0003000942,0.0001143308,0.01118602],"genre_scores_gemma":[0.9825163,0.0001580217,0.01610568,0.00001110912,0.000001731848,0.00006077353,0.0002082507,0.00003024942,0.0009079854],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002869219,"threshold_uncertainty_score":0.008048356,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0632316426371084,"score_gpt":0.3422086972382177,"score_spread":0.2789770546011093,"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."}}