{"id":"W2587759072","doi":"10.13175/swjpcc016-17","title":"Publish or perish: tools for survival","year":2017,"lang":"en","type":"article","venue":"Southwest Journal of Pulmonary and Critical Care","topic":"Academic Publishing and Open Access","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Sleep & Circadian Network","funders":"","keywords":"Publish or perish; Publication; Computer science; Political science; Publishing","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":["metaresearch","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.003986392,0.0001599227,0.0004769311,0.0001388669,0.001027409,0.009499924,0.002625655,0.0002099538,0.000257389],"category_scores_gemma":[0.07264793,0.00009729108,0.0002266956,0.0001122057,0.0004589443,0.008455968,0.0003705895,0.0005454132,0.000009346106],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002244225,"about_ca_system_score_gemma":0.0002261388,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001521309,"about_ca_topic_score_gemma":0.00002157244,"domain_scores_codex":[0.9971644,0.0001698841,0.0007944646,0.0003340346,0.001186166,0.0003510164],"domain_scores_gemma":[0.9928445,0.003727258,0.0004243761,0.0004873872,0.002070116,0.0004463763],"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":[0.002304072,0.0002147492,0.3552617,0.0002287702,0.00007232651,0.001212383,0.006688307,0.00000660275,0.000123081,0.03281834,0.02906272,0.572007],"study_design_scores_gemma":[0.002536408,0.0009670032,0.3307988,0.0003679428,0.0002632259,0.001539304,0.3068944,0.000305891,0.0001606893,0.1365411,0.2186011,0.001024182],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9175416,0.002872621,0.00407077,0.03815968,0.005998828,0.0003241949,0.0006654861,0.00002835003,0.03033849],"genre_scores_gemma":[0.9968789,0.00001696886,0.0006701601,0.0003172465,0.001226276,0.000002944524,0.000004327027,0.00001306051,0.0008701549],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5709828,"threshold_uncertainty_score":0.9915283,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2069255110602371,"score_gpt":0.4574523464258738,"score_spread":0.2505268353656367,"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."}}