{"id":"W4231494427","doi":"10.4018/978-1-60566-026-4.ch064","title":"Bonded Design","year":2009,"lang":"en","type":"book-chapter","venue":"IGI Global eBooks","topic":"Innovative Human-Technology Interaction","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Brainstorming; Praise; Variety (cybernetics); Design education; Process (computing); Computer science; Psychology; World Wide Web; Engineering; Multimedia; Social psychology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01018083,0.001691281,0.001034627,0.002198283,0.003411081,0.008041788,0.005210631,0.003628249,0.3971154],"category_scores_gemma":[0.02893757,0.001314931,0.001873211,0.002095017,0.002430079,0.007090671,0.008962296,0.003226067,0.1479302],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002630207,"about_ca_system_score_gemma":0.005252029,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002476081,"about_ca_topic_score_gemma":0.003072811,"domain_scores_codex":[0.9886853,0.005031896,0.0008088138,0.00180255,0.002952374,0.0007191661],"domain_scores_gemma":[0.9875641,0.003523125,0.0004415697,0.003825918,0.003737455,0.0009076984],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005198164,0.0004142313,0.001034733,0.001545094,0.00007005275,0.0003141275,0.004941073,0.002099165,0.001809799,0.2043019,0.3540333,0.4289168],"study_design_scores_gemma":[0.00007203937,0.0001082661,0.0002423456,0.0002370565,0.00001949155,0.0001655611,0.0008098816,0.0007522875,0.0005376646,0.0228496,0.974178,0.00002774964],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.004564855,0.001068469,0.2970459,0.003540504,0.003118835,0.004752045,0.004233335,0.008433336,0.6732427],"genre_scores_gemma":[0.06888004,0.001950414,0.3514223,0.00477856,0.0004555127,0.01281085,0.006947412,0.008503956,0.5442509],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.3971154,"threshold_uncertainty_score":0.8599417,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03536214511107801,"score_gpt":0.2706066268450748,"score_spread":0.2352444817339968,"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."}}