{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0191833,0.0009000735,0.0009209847,0.003738887,0.003443308,0.01614284,0.002345501,0.003030453,0.2863831],"category_scores_gemma":[0.08723333,0.0006499676,0.0006028368,0.003388525,0.007037346,0.01924645,0.01194641,0.005631442,0.1593249],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001969106,"about_ca_system_score_gemma":0.005730877,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006198563,"about_ca_topic_score_gemma":0.0009192716,"domain_scores_codex":[0.9882002,0.006320325,0.0007503886,0.0005448355,0.003511949,0.0006723702],"domain_scores_gemma":[0.9283117,0.04121424,0.004075826,0.009524236,0.007381443,0.009492543],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007213721,0.00003531605,0.0004831173,0.0003352442,0.00001146258,0.000119076,0.001185351,0.0001094203,0.0001292652,0.07453702,0.6381734,0.2848092],"study_design_scores_gemma":[0.00001896205,0.0000435761,0.0003507289,0.000610107,0.00001036161,0.0002326431,0.0009312952,0.0003374094,0.0002061791,0.08220728,0.9150218,0.00002969207],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.002288125,0.01074026,0.09160131,0.2341869,0.02038577,0.0004879597,0.002989365,0.01869998,0.6186204],"genre_scores_gemma":[0.1146244,0.02197623,0.133164,0.04084727,0.01507074,0.002467654,0.004150195,0.01138518,0.6563142],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.9808167,"threshold_uncertainty_score":0.958047,"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."}}