{"id":"W4235324421","doi":"10.32920/ryerson.14657610","title":"Artisanal Fashion Design: Entrepreneurs on Thinking, Process, and Decision Making","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Fashion and Cultural Textiles","field":"Arts and Humanities","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University; Innovation, Science and Economic Development Canada","funders":"","keywords":"Fashion design; Design thinking; Process (computing); Grounded theory; Identity (music); Perception; Fashion industry; Qualitative research; Knowledge management; Business; Marketing; Process management; Engineering; Sociology; Computer science; Psychology; Aesthetics; Political science; Clothing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001474603,0.0003181116,0.0003041584,0.0000839947,0.0003591687,0.001487808,0.0002238806,0.0001541893,0.007857226],"category_scores_gemma":[0.00005745044,0.0002270709,0.0001208961,0.00002104408,0.0001043794,0.0001520036,0.0002929931,0.0004467675,0.00006527655],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000029212,"about_ca_system_score_gemma":0.00004887623,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001200787,"about_ca_topic_score_gemma":0.0005811169,"domain_scores_codex":[0.9983938,0.0000641273,0.0002985137,0.0006088198,0.0004153132,0.0002193931],"domain_scores_gemma":[0.9992529,0.0001215542,0.0001474926,0.0002755146,0.0001366238,0.00006591991],"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":[0.0001870314,0.0004500001,0.0004876451,0.0006710038,0.0002689898,0.0001936891,0.3158675,0.003184629,0.00007576531,0.3799101,0.02580155,0.2729021],"study_design_scores_gemma":[0.002996491,0.00118095,0.004478098,0.01857639,0.0007894365,0.0001398833,0.4135957,0.01563538,0.001713915,0.4760885,0.05786194,0.006943333],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9357021,0.0002465409,0.001484274,0.0003667638,0.001207169,0.0003966007,0.00001029945,0.0002816569,0.06030463],"genre_scores_gemma":[0.9942994,0.0001846797,0.001227485,0.001024068,0.0003596203,0.00002837207,0.00004045281,0.00002531896,0.002810593],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2659587,"threshold_uncertainty_score":0.9995487,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05406295574182194,"score_gpt":0.2828759078985931,"score_spread":0.2288129521567712,"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."}}