{"id":"W2888266441","doi":"10.3390/fire1020030","title":"Recognizing Women Leaders in Fire Science","year":2018,"lang":"en","type":"article","venue":"Fire","topic":"Fire effects on ecosystems","field":"Environmental Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Native Mental Health Association of Canada","funders":"","keywords":"Diversity (politics); Political science; Public relations; Engineering ethics; Sociology; Environmental ethics; Engineering; Law","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007548862,0.0001064201,0.0001165424,0.00003883721,0.0001926532,0.00004082866,0.000413029,0.00004951837,0.001782582],"category_scores_gemma":[0.0001850375,0.000100944,0.00001759961,0.0008299917,0.0008381782,0.0004532782,0.0001868262,0.0001084188,0.005057089],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006497049,"about_ca_system_score_gemma":0.00002440092,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001234879,"about_ca_topic_score_gemma":0.0003931558,"domain_scores_codex":[0.9985229,0.00003699854,0.0001527078,0.0003972912,0.0003330877,0.0005570044],"domain_scores_gemma":[0.9994973,0.00003977675,0.00004526703,0.0002872765,0.000006990967,0.0001234055],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0000427578,0.0001599007,0.3114057,0.00005432975,0.00000691488,0.00005712223,0.02513053,0.00006408413,0.04558758,0.00001832627,0.01738489,0.6000878],"study_design_scores_gemma":[0.001356286,0.0008502994,0.7795318,0.0003396472,0.000005528098,0.0000518389,0.003255227,0.109936,0.0194362,0.0004464555,0.08361597,0.001174823],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9824448,0.00001931376,0.000004475838,0.0003135202,0.0003531793,0.0001753224,0.000001580951,0.00005695288,0.01663087],"genre_scores_gemma":[0.9983842,0.000002335586,0.0002165116,0.0003421771,0.00008503431,0.00002882978,5.695151e-7,0.00001273535,0.0009275804],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.598913,"threshold_uncertainty_score":0.99913,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01524223952081461,"score_gpt":0.2372651645092032,"score_spread":0.2220229249883885,"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."}}