{"id":"W1541270152","doi":"10.18438/b8tc81","title":"From Solving Puzzles to Designing Solutions: Integrating Design Thinking into Evidence Based Practice","year":2011,"lang":"en","type":"article","venue":"Evidence Based Library and Information Practice","topic":"Design Education and Practice","field":"Engineering","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Management science; Data science; Mathematics education; Psychology; Engineering","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":["metaresearch","metaepi_narrow","scholarly_communication"],"consensus_categories":["scholarly_communication"],"category_scores_codex":[0.003456754,0.000359326,0.000246395,0.0004566269,0.0006296216,0.001374542,0.0005152331,0.000172756,0.0006219511],"category_scores_gemma":[0.0279917,0.0003717309,0.00005939706,0.0009642472,0.00005760541,0.3415867,0.0001186915,0.0006757601,0.0003654377],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008280834,"about_ca_system_score_gemma":0.0005129608,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000150935,"about_ca_topic_score_gemma":3.338006e-7,"domain_scores_codex":[0.9966987,0.00114606,0.0008589877,0.0003299404,0.0005300913,0.0004362223],"domain_scores_gemma":[0.9773383,0.02106505,0.0005056626,0.0005107818,0.0002542509,0.0003260097],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.008323802,0.0007441943,0.0007584287,0.002057077,0.0006854403,0.000129202,0.1368814,0.2052589,0.02388681,0.1608509,0.08400766,0.3764162],"study_design_scores_gemma":[0.0007609818,0.0005711403,0.001118987,0.007370088,0.0004946917,0.00008220926,0.03362552,0.4780754,0.05472044,0.001663546,0.4198132,0.001703781],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0003384036,0.003385167,0.9595435,0.02891278,0.0006593526,0.0007018666,0.000004920222,0.0008424145,0.005611554],"genre_scores_gemma":[0.1609033,0.001361868,0.7818589,0.05541736,0.0001948378,0.0001648587,0.00002538097,0.00004423163,0.00002919165],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.3747124,"threshold_uncertainty_score":0.9998735,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05074447159790738,"score_gpt":0.2731092116730589,"score_spread":0.2223647400751515,"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."}}