{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008233353,0.0009678666,0.0004344667,0.002951966,0.009044209,0.01696424,0.001947942,0.003383782,0.009040532],"category_scores_gemma":[0.01037706,0.0006377608,0.0005508423,0.001960265,0.07920056,0.01710818,0.02374649,0.00453919,0.0007814927],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004561156,"about_ca_system_score_gemma":0.003598691,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002226101,"about_ca_topic_score_gemma":0.00229423,"domain_scores_codex":[0.9870473,0.007651796,0.0004622016,0.001648985,0.002026466,0.001163281],"domain_scores_gemma":[0.9905444,0.004639737,0.001005843,0.002429136,0.0005246104,0.0008562147],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000198146,0.0000267885,0.0005367719,0.00009735272,0.000007124722,0.0002003243,0.1077692,0.0004816642,0.0006806863,0.8770972,0.000416161,0.01266683],"study_design_scores_gemma":[0.00003028642,0.0001081626,0.0008085431,0.0005483213,0.00001934375,0.0006936011,0.0997687,0.002035054,0.001534736,0.7822121,0.1121942,0.00004705738],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2424707,0.003420867,0.1793116,0.01195107,0.0002874071,0.0001752051,0.00005273666,0.0004456843,0.5618846],"genre_scores_gemma":[0.9812984,0.0004572075,0.01046354,0.0002094495,0.00003618667,0.00007787295,0.00001116048,0.00006347652,0.007382704],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01696424,"threshold_uncertainty_score":0.04354268,"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."}}