{"id":"W4411965426","doi":"10.4324/9781003540908-2","title":"Gwendolyn Koldofsky, Pathfinder and Pioneer","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"History of Science and Natural History","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pathfinder; Aeronautics; Computer science; Library science; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0008005725,0.0004814562,0.0003233351,0.001436356,0.007323364,0.004454079,0.0008281135,0.001227998,0.02175738],"category_scores_gemma":[0.001609707,0.0003230802,0.0001481438,0.001185705,0.005127495,0.007486889,0.00251413,0.003248161,0.007536334],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004634942,"about_ca_system_score_gemma":0.004120774,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02595492,"about_ca_topic_score_gemma":0.08421368,"domain_scores_codex":[0.999531,0.0000878416,0.00001448633,0.0001346669,0.0001543981,0.00007754309],"domain_scores_gemma":[0.9993512,0.0002067465,0.00003506694,0.00002993279,0.0001483113,0.0002287991],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001930445,0.00002225893,0.0005498643,0.0001188239,0.000002175727,0.0002296444,0.01637315,0.00004499481,0.0002594201,0.2030479,0.7119123,0.06742021],"study_design_scores_gemma":[0.00000123081,0.000002471605,0.0001746297,0.00008046756,7.901637e-7,0.0001555357,0.001939218,0.00001858754,0.00004591125,0.003682725,0.993894,0.000004366977],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01241763,0.1436976,0.007316376,0.1529951,0.01780968,0.00006141184,0.0003006616,0.0004292256,0.6649723],"genre_scores_gemma":[0.05743395,0.03062327,0.004596625,0.01241168,0.001402479,0.00006849455,0.0001231871,0.0002805393,0.8930598],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9926766,"threshold_uncertainty_score":0.07278562,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02384506550268101,"score_gpt":0.1853040172764653,"score_spread":0.1614589517737843,"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."}}