{"id":"W4404558112","doi":"10.1130/ges02760.1","title":"Perception doesn't match reality: Unraveling gender disparities in Earth scientists' productivity during work-from-home initiatives","year":2024,"lang":"en","type":"article","venue":"Geosphere","topic":"Conferences and Exhibitions Management","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; Geological Survey of Canada","funders":"Queen's University","keywords":"Productivity; Gender equity; Equity (law); Perception; Psychology; Publishing; Political science; Demographic economics; Demography; Sociology; Economic growth; Economics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006031603,0.0001211428,0.0001428051,0.00007070832,0.0004534564,0.0005727005,0.0001576099,0.00006613721,0.001828993],"category_scores_gemma":[0.00004715628,0.0001181164,0.00006007655,0.0007157954,0.000220068,0.0006624355,0.0001183105,0.0001901958,0.0001337607],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001439766,"about_ca_system_score_gemma":0.00008734265,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01662181,"about_ca_topic_score_gemma":0.02553896,"domain_scores_codex":[0.9984131,0.0001625526,0.0001974265,0.000471022,0.0003737838,0.0003821225],"domain_scores_gemma":[0.9996064,0.00005334736,0.00003346552,0.0001903698,0.00005034735,0.00006606527],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001153109,0.0006528819,0.3505583,0.001246367,0.0002229271,0.000271247,0.2325051,0.001198407,0.0008602204,0.2220927,0.003634106,0.1866425],"study_design_scores_gemma":[0.0001347996,0.00001047609,0.943197,0.0003270833,0.00001989175,5.440653e-7,0.02928702,0.0001555122,0.00002247415,0.01912654,0.007445386,0.0002733362],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9706979,0.0004224154,0.0004278573,0.002516167,0.0007216363,0.0002660729,0.00002483245,0.0001784874,0.02474461],"genre_scores_gemma":[0.9936618,0.0003490416,0.0003142542,0.00003061076,0.000388226,0.00003849867,0.00002255742,0.00001103025,0.005183992],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5926387,"threshold_uncertainty_score":0.9990835,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03537156892253833,"score_gpt":0.2995125109560665,"score_spread":0.2641409420335281,"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."}}