{"id":"W2780415708","doi":"10.11143/fennia.66683","title":"Reclaiming value from academic labor: commentary by the Editors of Human Geography","year":2017,"lang":"en","type":"article","venue":"Fennia","topic":"Global Health and Surgery","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"The Scarborough Hospital; University of Toronto","funders":"","keywords":"Publishing; Publication; Value (mathematics); Media studies; Public relations; Sociology; Political science; Law; Computer science","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":[0.0003524344,0.00009706835,0.0002362654,0.00003462207,0.0004934772,0.00001130565,0.0002419243,0.0001244051,0.00007056766],"category_scores_gemma":[0.00009460306,0.0000674724,0.00008471254,0.00004501127,0.0001596755,0.00006597272,0.00006754907,0.0003681132,0.00001414564],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002481475,"about_ca_system_score_gemma":0.00002994104,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005304347,"about_ca_topic_score_gemma":0.00001517675,"domain_scores_codex":[0.9990417,0.00004858123,0.0002545736,0.0001473284,0.0002365111,0.0002712436],"domain_scores_gemma":[0.998938,0.0001289501,0.0001854972,0.0005428394,0.00004525902,0.0001594616],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00003845021,0.00002329588,0.4071098,0.00002080988,0.00002468208,0.00000354664,0.00009034947,4.107141e-8,0.001886751,0.00002599535,0.5896823,0.001093891],"study_design_scores_gemma":[0.0006668551,0.00008598888,0.6442622,0.0001973946,0.00006969476,0.00000210141,0.0001421362,0.00001108331,0.002049198,0.0006544768,0.3517789,0.00008001316],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9690057,0.001382095,0.000001899254,0.0257472,0.002157773,0.0001799964,0.0001657997,0.00002425173,0.001335267],"genre_scores_gemma":[0.9879371,0.0001463692,0.00005695139,0.008062638,0.00358253,0.000008525853,0.0001119178,0.00001197815,0.00008200781],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2379035,"threshold_uncertainty_score":0.8018621,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02115320294404255,"score_gpt":0.3315565693176629,"score_spread":0.3104033663736204,"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."}}