{"id":"W4410205714","doi":"10.5840/symposium20252917","title":"Craft Practices as Soft Collaboration","year":2025,"lang":"en","type":"article","venue":"Symposium","topic":"Crafts, Textile, and Design","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Craft; Computer science; Visual arts; Art","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001496516,0.0001115175,0.0001211671,0.0001005148,0.0003560969,0.0005418414,0.0001216759,0.0000474248,0.002174486],"category_scores_gemma":[0.0001014832,0.0001003021,0.00004374259,0.00007450354,0.00009853491,0.0004412295,0.00002703253,0.00008622566,0.0008650168],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003199754,"about_ca_system_score_gemma":0.00018758,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003138272,"about_ca_topic_score_gemma":0.00123137,"domain_scores_codex":[0.9992694,0.0000501272,0.0001782604,0.0001989117,0.0001398123,0.0001635162],"domain_scores_gemma":[0.9992819,0.0001398061,0.0001473645,0.0002064867,0.0001887821,0.00003569286],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007256745,0.0001177232,0.0001498479,0.00005873295,0.00005124422,0.000007861911,0.01704776,0.00001529273,0.003321484,0.6282242,0.35,0.0009333033],"study_design_scores_gemma":[0.0002311286,0.00006974349,0.00004893205,0.0000229721,0.00004416007,0.000001053477,0.005293994,0.0001240662,0.001006072,0.005762146,0.9872733,0.0001223787],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01528575,0.0004300191,0.0001365259,0.01560726,0.002181376,0.0002873873,0.00001809905,0.0002138304,0.9658397],"genre_scores_gemma":[0.6715429,0.00004395351,0.00004113258,0.001728919,0.0006389892,0.00003631508,0.00001851683,0.00001202605,0.3259372],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6562572,"threshold_uncertainty_score":0.9999129,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02146514738156276,"score_gpt":0.2851661407495205,"score_spread":0.2637009933679578,"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."}}