{"id":"W2373156963","doi":"10.2310/6650.2005.x0004.394","title":"395 INCREASING RESIDENT RESEARCH PRODUCTIVITY WITH THE AID OF A SCHOLARLY ACTIVITY COORDINATOR.","year":2006,"lang":"en","type":"article","venue":"Journal of Investigative Medicine","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Timeline; Productivity; Medical education; Presentation (obstetrics); Medicine; Residency training; Family medicine; Geography; Continuing education; Surgery","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.02745863,0.0001907259,0.0008021868,0.0006034356,0.0002464338,0.00003159828,0.0002878948,0.0001086354,0.00006617345],"category_scores_gemma":[0.1503088,0.00008709478,0.00007559816,0.001561204,0.005337573,0.000642535,0.00007463991,0.002994683,0.000003281104],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005101096,"about_ca_system_score_gemma":0.008578467,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003622074,"about_ca_topic_score_gemma":0.0001400958,"domain_scores_codex":[0.9922061,0.001936826,0.0006904305,0.0002337178,0.004123653,0.0008092776],"domain_scores_gemma":[0.9886529,0.00225825,0.0007584611,0.000461451,0.004942398,0.002926544],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.009505831,0.0008275961,0.1170861,0.001267009,0.0003181843,0.001100036,0.003295767,0.000007021493,0.653844,0.001753744,0.2002551,0.01073953],"study_design_scores_gemma":[0.009140148,0.0165379,0.7170575,0.007294679,0.00023005,0.001685868,0.003550455,0.00003134684,0.209568,0.005654788,0.02906788,0.0001813548],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7511635,0.001077994,0.0001338636,0.2452146,0.00007330544,0.0005175288,0.000001942285,0.000006871841,0.001810351],"genre_scores_gemma":[0.9959674,0.00008975248,0.0006863833,0.001171237,0.001403032,0.00000836918,0.000001410511,0.00002288307,0.0006495156],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5999714,"threshold_uncertainty_score":0.9993054,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2635162111817094,"score_gpt":0.4487018495943121,"score_spread":0.1851856384126027,"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."}}