{"id":"W4405857051","doi":"10.3122/jabfm.2023.230499r1","title":"Putting Trainees at the Center of the Family Medicine Research Workforce of Tomorrow","year":2024,"lang":"en","type":"article","venue":"The Journal of the American Board of Family Medicine","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Women's College Hospital","funders":"","keywords":"Mentorship; Workforce; Summit; Strategic planning; Medical education; Plan (archaeology); Action plan; Primary care; Medicine; Political science; Public relations; Management; Family medicine","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":[0.0112809,0.0006102881,0.000604976,0.000738583,0.01738989,0.009472178,0.002340359,0.01411596,0.02637991],"category_scores_gemma":[0.03443174,0.00070505,0.001125385,0.0007140607,0.009039434,0.01027017,0.01407559,0.02626592,0.00419378],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01307423,"about_ca_system_score_gemma":0.0751931,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06650887,"about_ca_topic_score_gemma":0.191962,"domain_scores_codex":[0.9910126,0.002981951,0.0003551827,0.0009115997,0.001444255,0.003294372],"domain_scores_gemma":[0.9634969,0.006174556,0.001543119,0.001397602,0.005508247,0.02187961],"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":[0.00012747,0.0001614259,0.005774596,0.0003531037,0.00004241751,0.001057123,0.01216096,0.0001135363,0.001603022,0.04244515,0.8836684,0.05249285],"study_design_scores_gemma":[0.00005342198,0.0001348475,0.005985592,0.00108905,0.00003389916,0.000274189,0.0232036,0.00007394427,0.0005207317,0.00919874,0.9593599,0.00007204924],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.004017494,0.00153279,0.0005321901,0.968214,0.01570295,0.00002752736,0.00005137915,0.0000410025,0.00988068],"genre_scores_gemma":[0.08069131,0.005242813,0.00467995,0.860222,0.01121634,0.0002372615,0.0001413253,0.0001072805,0.03746174],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9887191,"threshold_uncertainty_score":0.1322435,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3006138698804773,"score_gpt":0.4966185395474811,"score_spread":0.1960046696670038,"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."}}