{"id":"W2979780409","doi":"10.1038/s41562-019-0675-6","title":"What if we publish and yet they perish?","year":2019,"lang":"en","type":"article","venue":"Nature Human Behaviour","topic":"Conferences and Exhibitions Management","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Publish or perish; Publication; Scholarly communication; Data science; Psychology; Political science; Publishing; Computer science; 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":["scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003347856,0.00009703967,0.0001170016,0.0000878001,0.0004320026,0.001144346,0.0002462292,0.0002205174,0.002099476],"category_scores_gemma":[0.00001937828,0.00008880441,0.00005081923,0.0001097627,0.00007962981,0.0008584504,0.0001025911,0.0003666836,0.00006918016],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004684269,"about_ca_system_score_gemma":0.00003909427,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009630785,"about_ca_topic_score_gemma":0.007345781,"domain_scores_codex":[0.9989944,0.00006042276,0.0001063432,0.000261498,0.0003332997,0.0002440013],"domain_scores_gemma":[0.9995413,0.00002241229,0.00005114202,0.0002031329,0.00009091229,0.00009112742],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000008286584,0.0001833471,0.1600942,0.00003241509,0.00002773106,0.00001640061,0.0350511,8.937482e-7,0.00008310202,0.713421,0.06257991,0.02850165],"study_design_scores_gemma":[0.0004881842,0.00009051214,0.2041809,0.0001335181,0.00005465634,0.00000133493,0.05878981,0.000004959224,0.00001019971,0.01630682,0.7195556,0.0003834677],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9122918,0.0007525614,0.000001073004,0.005561995,0.001432001,0.0003306523,0.000006014391,0.00008625115,0.0795376],"genre_scores_gemma":[0.9695362,0.0004675981,0.00002609507,0.0002945238,0.0001659306,0.00001153322,0.00001712654,0.000008369667,0.02947255],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6971142,"threshold_uncertainty_score":0.9998925,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01853005946399322,"score_gpt":0.3160547741960831,"score_spread":0.2975247147320899,"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."}}