{"id":"W4390949957","doi":"10.1007/978-3-031-45693-0_6","title":"Figurations of the Tool Agnostic","year":2024,"lang":"en","type":"book-chapter","venue":"Creative working lives","topic":"Design Education and Practice","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00006176764,0.0001665399,0.0001547163,0.00007692073,0.00005922855,0.00004469778,0.0001457794,0.00008903323,0.001186129],"category_scores_gemma":[0.0001029789,0.0001295293,0.0001062811,0.00005873808,0.00007846305,0.0000486118,0.00002563056,0.0003491824,0.0003186509],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000504174,"about_ca_system_score_gemma":0.00004727749,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002024592,"about_ca_topic_score_gemma":0.000002728513,"domain_scores_codex":[0.9994782,0.00001356922,0.0001863433,0.0001242404,0.0001157711,0.00008184092],"domain_scores_gemma":[0.9990658,0.0005618519,0.00007269579,0.0002373299,0.0000419912,0.00002038187],"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":[0.000006498427,0.00001950812,0.00004980274,0.0003333012,0.0006987227,0.000005675599,0.007716748,0.001939299,0.0003005643,0.92932,0.04211938,0.01749052],"study_design_scores_gemma":[0.00003861218,0.00001405293,0.0004363304,0.00177382,0.000277102,0.000006950626,0.0002040956,0.000282528,0.0003957311,0.02356303,0.9727581,0.0002497217],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00004135622,0.003194475,0.0003516492,0.0001314027,0.001151797,0.0001766195,0.00002146639,0.0001086991,0.9948226],"genre_scores_gemma":[0.1592452,0.0004318341,0.000178323,0.00003601844,0.0002744061,0.0000176898,0.00001383045,0.00005827132,0.8397444],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9306387,"threshold_uncertainty_score":0.999727,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03015680365271272,"score_gpt":0.2493033251816031,"score_spread":0.2191465215288904,"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."}}