{"id":"W6985016424","doi":"","title":"#WomenTechLit","year":2017,"lang":"en","type":"book","venue":"Research Repository (Kingston University London)","topic":"Ethics in Clinical Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Czech; Field (mathematics); Work (physics); State (computer science); Latin Americans; Creative work","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["sts","research_integrity"],"category_scores_codex":[0.007945648,0.0004864943,0.001097961,0.001524909,0.002370105,0.000313968,0.002591236,0.002715625,0.0003311112],"category_scores_gemma":[0.00658028,0.0005281706,0.0007037737,0.0002828322,0.004036483,0.0002936589,0.002479269,0.01562625,0.001192627],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.005622659,"about_ca_system_score_gemma":0.01275838,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004764675,"about_ca_topic_score_gemma":0.0001570573,"domain_scores_codex":[0.9895257,0.0005859946,0.0005471883,0.001653752,0.006269512,0.001417896],"domain_scores_gemma":[0.9843556,0.006050263,0.0004298482,0.003848663,0.004064522,0.001251157],"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":[0.004988476,0.001079752,0.003128746,0.00754873,0.002009852,0.0654932,0.000578484,0.000001401569,0.004336129,0.3412862,0.5629634,0.006585622],"study_design_scores_gemma":[0.00169469,0.0009852489,0.0007329353,0.003635469,0.0001566463,0.0002451266,0.0001112678,0.00001586578,0.001035002,0.009261432,0.9816875,0.0004388398],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002007634,0.000767047,0.00002201023,0.001997832,0.0005178742,0.001314057,0.00003206128,0.0002146639,0.9931268],"genre_scores_gemma":[0.007045116,0.003358612,0.0002209484,0.00008664432,0.00114125,0.000004521407,0.0000817778,0.0001294517,0.9879317],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4187241,"threshold_uncertainty_score":0.999717,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3705430707775411,"score_gpt":0.5052870292848841,"score_spread":0.134743958507343,"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."}}