{"id":"W2969251853","doi":"10.1097/phm.0000000000001299","title":"Publish or Perish","year":2019,"lang":"en","type":"article","venue":"American Journal of Physical Medicine & Rehabilitation","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Medicine; Publish or perish; Family medicine; Observational study; Productivity; Peer review; MEDLINE; Mandate; Gerontology; Medical education; Publishing; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01450572,0.001362379,0.002186741,0.007499705,0.003291725,0.02432702,0.003779571,0.004169484,0.6424463],"category_scores_gemma":[0.07036295,0.00111406,0.001929511,0.005200677,0.003045405,0.008576447,0.007207901,0.004240341,0.6028739],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00310092,"about_ca_system_score_gemma":0.01476498,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001843886,"about_ca_topic_score_gemma":0.003312966,"domain_scores_codex":[0.9872312,0.001624605,0.001622407,0.001373017,0.006516207,0.001632517],"domain_scores_gemma":[0.9220082,0.01114317,0.003878921,0.01198489,0.03508753,0.01589731],"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":[0.00008486646,0.00003617717,0.00024026,0.001630964,0.00003128518,0.0001466213,0.0001009956,0.0000436157,0.0006182987,0.001800463,0.8502282,0.1450384],"study_design_scores_gemma":[0.00001987835,0.00002830767,0.0002558398,0.0002337569,0.000007763849,0.00007013763,0.00006341382,0.00002601592,0.0001634333,0.0008176005,0.9983029,0.00001083872],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"commentary","genre_scores_codex":[0.002291814,0.01792631,0.004339948,0.06374505,0.4627967,0.001809072,0.006467142,0.007313856,0.4333102],"genre_scores_gemma":[0.009935704,0.01405829,0.003981926,0.01795347,0.1025025,0.0005923947,0.006012394,0.00408834,0.840875],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.9854943,"threshold_uncertainty_score":0.5100069,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03645256532452144,"score_gpt":0.4221760767138889,"score_spread":0.3857235113893674,"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."}}