{"id":"W4404410199","doi":"10.1111/ejn.16591/v1/review1","title":"Review for \"Profiles of women in science: Laurel Trainor, professor, McMaster University, Hamilton, Ontario, Canada\"","year":2024,"lang":"en","type":"peer-review","venue":"","topic":"Research, Science, and Academia","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Library science; Political science; Computer science","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":["metaresearch","metaepi_narrow","open_science","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.03190816,0.0004648019,0.001911512,0.001308275,0.0002841987,0.0001748296,0.006114099,0.0002545604,0.01057647],"category_scores_gemma":[0.005150125,0.0003091645,0.0003585432,0.006333723,0.001149453,0.0006317433,0.0009170714,0.001315458,0.00008767481],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.003953519,"about_ca_system_score_gemma":0.03334332,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.640083,"about_ca_topic_score_gemma":0.9659722,"domain_scores_codex":[0.9879023,0.0003315673,0.001658738,0.001846935,0.006489638,0.001770753],"domain_scores_gemma":[0.9943594,0.001315355,0.0006054532,0.001116676,0.001893703,0.0007093527],"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":[0.00000973294,0.00002267041,0.0001119436,0.006260542,0.00001273589,0.00001441493,0.0006201952,7.774524e-7,0.000009380206,0.0008591237,0.9800465,0.01203198],"study_design_scores_gemma":[0.0002060122,0.00006536423,0.0003872551,0.01550838,0.00003873347,0.000005207661,0.001092823,0.00003660726,0.00001775914,0.001888487,0.9803907,0.0003626908],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.003160208,0.3793108,0.000101301,0.2419658,0.008777044,0.01246984,0.002940511,0.00009311834,0.3511815],"genre_scores_gemma":[0.0001823837,0.02551724,0.0003187346,0.006782111,0.00009087777,0.00007553519,0.00004567176,0.000020896,0.9669666],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6157851,"threshold_uncertainty_score":0.999936,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1277203022117765,"score_gpt":0.4104406587162648,"score_spread":0.2827203565044883,"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."}}