{"id":"W4389509834","doi":"10.1007/978-3-031-33800-7_18","title":"Development of CIWES-ICFIS","year":2023,"lang":"en","type":"book-chapter","venue":"Women in engineering and science","topic":"Interdisciplinary Research and Collaboration","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa; Université Laval; Carleton University","funders":"","keywords":"Corporation; Library science; Political science; Engineering; Sociology; Engineering ethics; Law; 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":[],"consensus_categories":[],"category_scores_codex":[0.004490242,0.0001228251,0.0002484654,0.001145841,0.0001000582,0.0001334861,0.0005867454,0.00006371787,0.00006426441],"category_scores_gemma":[0.0005113672,0.00009941058,0.00002060738,0.0007080276,0.00018995,0.0001763783,0.0003692449,0.0001595686,0.0000802023],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000184232,"about_ca_system_score_gemma":0.0004896453,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":7.196453e-7,"about_ca_topic_score_gemma":0.00002151733,"domain_scores_codex":[0.9973503,0.000005272611,0.0004639685,0.0004006915,0.001417587,0.0003621235],"domain_scores_gemma":[0.9991033,0.00018714,0.00008704856,0.0002624779,0.0002089714,0.0001510434],"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":[0.0002024755,0.00009475943,0.0009405274,0.0005315252,0.0000905976,0.0002348656,0.1031146,0.01711572,0.04531779,0.5299426,0.002356111,0.3000584],"study_design_scores_gemma":[0.002166955,0.001438477,0.03894444,0.003575312,0.0000147391,0.00005512452,0.01954238,0.2012278,0.009132187,0.2549256,0.4646291,0.004347881],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.4838479,0.0002435056,0.001640873,0.0002716436,0.001546717,0.0005326241,0.00004236599,0.0001300101,0.5117443],"genre_scores_gemma":[0.485018,0.00002345934,0.001712504,0.000005553862,0.00005260489,0.00002879076,0.000001777043,0.00002040543,0.5131369],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.462273,"threshold_uncertainty_score":0.4053846,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0662091343405579,"score_gpt":0.3442026752379396,"score_spread":0.2779935408973817,"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."}}