{"id":"W6929116663","doi":"10.48550/arxiv.1804.02760","title":"Automatically assembling a full census of an academic field","year":2018,"lang":"en","type":"preprint","venue":"arXiv (Cornell University)","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Census; Workforce; Directory; Field (mathematics); American Community Survey; Representation (politics)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["bibliometrics"],"consensus_categories":[],"category_scores_codex":[0.001783546,0.0009100903,0.0009489155,0.01170142,0.001203006,0.002348981,0.0008792786,0.0008887296,0.004806289],"category_scores_gemma":[0.01867669,0.0007698445,0.000827281,0.009374258,0.0003660179,0.002700749,0.003161319,0.0009942178,0.008294716],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001033832,"about_ca_system_score_gemma":0.004313885,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02734366,"about_ca_topic_score_gemma":0.04976493,"domain_scores_codex":[0.9977517,0.0003243272,0.0002982786,0.0006745193,0.0007700594,0.0001811188],"domain_scores_gemma":[0.986604,0.003535426,0.00137668,0.002814834,0.004859766,0.000809402],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003003006,0.00033582,0.1594084,0.00167136,0.0002616511,0.000721571,0.00346358,0.008086185,0.01814187,0.008083937,0.2376924,0.5618329],"study_design_scores_gemma":[0.0001473542,0.0001717419,0.2156775,0.0006305689,0.000195768,0.001200429,0.006580863,0.1756035,0.03307731,0.03157415,0.5348781,0.0002626292],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.227951,0.002375276,0.4044985,0.002042747,0.0006835281,0.001942606,0.2905854,0.04172081,0.02820022],"genre_scores_gemma":[0.2207376,0.001335512,0.4559177,0.000330576,0.0002298116,0.001391193,0.3099496,0.002082795,0.008025176],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.9882986,"threshold_uncertainty_score":0.05436903,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2118834941847815,"score_gpt":0.3711347640254311,"score_spread":0.1592512698406496,"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."}}