{"id":"W4413733003","doi":"10.64628/aam.whqsp7qwt","title":"Women in health, science and innovation are collaborating globally","year":2019,"lang":"en","type":"preprint","venue":"","topic":"Science, Research, and Medicine","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Health science; Business; Medicine; Medical education","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":[0.007490261,0.0001421075,0.0004588229,0.001343922,0.00009604802,0.00008804835,0.0002519984,0.0001102703,0.00005239881],"category_scores_gemma":[0.002403151,0.0001089324,0.000008474609,0.005191149,0.0004801756,0.0001075035,0.0005022715,0.0005176671,0.000009700268],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001377004,"about_ca_system_score_gemma":0.009498646,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004696824,"about_ca_topic_score_gemma":0.00009990265,"domain_scores_codex":[0.9967527,0.00002491374,0.0004609566,0.0006058855,0.001486945,0.0006685464],"domain_scores_gemma":[0.9976475,0.00003638902,0.0002199186,0.0004004707,0.001383241,0.000312494],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002385545,0.0002408565,0.9023432,0.004959435,0.00002255058,0.00007257613,0.007786701,0.0001009852,0.007414285,0.00787952,0.006461259,0.06248014],"study_design_scores_gemma":[0.003018694,0.0007595592,0.960413,0.003345595,0.000005090682,0.00004681865,0.01748375,0.006173998,0.0005272159,0.001176909,0.006736498,0.0003128401],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9619376,0.0003424847,0.00006252422,0.01088701,0.0003798051,0.001149962,0.000004960869,0.00003845392,0.02519719],"genre_scores_gemma":[0.9906781,0.0002691599,0.001108593,0.004370835,0.0001225686,0.00003989408,0.000009639802,0.000008202531,0.003393024],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0621673,"threshold_uncertainty_score":0.9961166,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07134641749156426,"score_gpt":0.4098643659967249,"score_spread":0.3385179485051606,"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."}}