{"id":"W4414035534","doi":"10.31128/ajgp-07-24-7358","title":"Supporting family medicine residents to publish: A call for action","year":2025,"lang":"en","type":"article","venue":"Australian Journal of General Practice","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital; University of Toronto; Women's College Hospital","funders":"","keywords":"Call to action; Action (physics); Publication; Medicine; Psychology; Business; Advertising","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":[0.1254257,0.002654305,0.00550096,0.003463634,0.0307681,0.03813001,0.01703014,0.2139073,0.06489673],"category_scores_gemma":[0.2306299,0.00369717,0.008466581,0.003027022,0.02768134,0.05758706,0.04558232,0.1333233,0.02298777],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01694071,"about_ca_system_score_gemma":0.1535767,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01892135,"about_ca_topic_score_gemma":0.03517224,"domain_scores_codex":[0.8925802,0.0348541,0.01310144,0.008835006,0.02944991,0.02117932],"domain_scores_gemma":[0.4165457,0.1699716,0.02898008,0.01991283,0.08176132,0.2828286],"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":[0.0001138158,0.0004478511,0.00100731,0.0008922493,0.00007968508,0.0009435039,0.002982674,0.0001155587,0.0003919145,0.003161162,0.9618258,0.02803843],"study_design_scores_gemma":[0.000325646,0.0002665143,0.00348103,0.004034517,0.000101292,0.0009457211,0.0247513,0.0002675344,0.0001735578,0.009139577,0.9561312,0.0003822511],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0002573716,0.001082523,0.0001554291,0.9867284,0.01088636,0.00003009006,0.00002316597,0.00008456127,0.0007520616],"genre_scores_gemma":[0.004970523,0.002895335,0.003380727,0.9664292,0.01751943,0.0002320174,0.0001201682,0.0001233793,0.004329341],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.8745743,"threshold_uncertainty_score":0.6633222,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3150194373022107,"score_gpt":0.5756099721010772,"score_spread":0.2605905347988665,"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."}}