{"id":"W2942954683","doi":"10.1136/sbmj.0609316","title":"PubMed for improvers","year":2006,"lang":"en","type":"article","venue":"BMJ","topic":"Health Sciences Research and Education","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Psychology; History","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01301387,0.005678191,0.01030628,0.06677444,0.003023386,0.008504936,0.009198177,0.007123732,0.7314985],"category_scores_gemma":[0.09356789,0.004399668,0.00474572,0.03747714,0.002451645,0.0163625,0.01192612,0.00657441,0.7233392],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002519723,"about_ca_system_score_gemma":0.007221057,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005204519,"about_ca_topic_score_gemma":0.01111444,"domain_scores_codex":[0.9863551,0.002304698,0.004368794,0.0009808324,0.005134134,0.0008564244],"domain_scores_gemma":[0.8706332,0.02361173,0.0163374,0.01451937,0.06463794,0.01026041],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002503413,0.00003540345,0.00006187239,0.0034846,0.00002427322,0.00005844217,0.00003022719,0.00001592481,0.0002405759,0.0003605099,0.9618759,0.03378715],"study_design_scores_gemma":[0.000283529,0.00006264172,0.00168555,0.002969976,0.00007529899,0.0001816386,0.00009583446,0.000161211,0.0004358081,0.001360881,0.9925867,0.0001009281],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.001407041,0.022747,0.01863746,0.07969318,0.05382345,0.0141689,0.2715867,0.1093322,0.4286042],"genre_scores_gemma":[0.003185283,0.01501793,0.08417852,0.04103759,0.03619001,0.01176325,0.1885389,0.0291424,0.5909461],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9869861,"threshold_uncertainty_score":0.3829847,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1942531944935353,"score_gpt":0.5433805439855396,"score_spread":0.3491273494920043,"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."}}