{"id":"W4394681231","doi":"10.1007/978-3-031-54085-1_5","title":"Epilogue","year":2024,"lang":"en","type":"book-chapter","venue":"Women in engineering and science","topic":"Diverse Education and Engineering Focus","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa; Royal Military College of Canada","funders":"","keywords":"History","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":[0.0008936008,0.0001192425,0.0001318627,0.0004352754,0.0001016966,0.0001557181,0.0002232148,0.00009009897,0.0001651043],"category_scores_gemma":[0.00009693589,0.0001280146,0.0000191494,0.0001894388,0.0003185395,0.0001164231,0.00005555829,0.0002293308,0.0001338581],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004952424,"about_ca_system_score_gemma":0.0002588503,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006684028,"about_ca_topic_score_gemma":0.00001672864,"domain_scores_codex":[0.9989306,0.000001638197,0.0001107618,0.00026555,0.0002875767,0.0004038996],"domain_scores_gemma":[0.9995868,0.00003617271,0.00001494452,0.0001107231,0.00002467021,0.0002267098],"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":[4.046225e-7,0.000002564563,0.000006663135,0.00004195416,0.000003615806,0.00001107571,0.01154382,0.0006697028,0.00002511511,0.985763,0.0002131946,0.00171891],"study_design_scores_gemma":[0.00003627191,0.00001092873,0.00005975062,0.0001800392,0.000003006276,0.000001644849,0.0007001879,0.0008686007,0.000002014186,0.009316913,0.9885876,0.0002330574],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002852263,0.0006461482,0.00001697653,0.0002538816,0.002116857,0.00007691006,0.000004549657,0.0001598578,0.9938726],"genre_scores_gemma":[0.1925002,0.0005207569,0.0001300455,0.00001936378,0.0002267284,0.00001227263,7.284262e-7,0.00001975057,0.8065702],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9883744,"threshold_uncertainty_score":0.5220284,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01356509449288989,"score_gpt":0.2431154586000913,"score_spread":0.2295503641072014,"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."}}