{"id":"W2141157433","doi":"10.25011/cim.v36i5.20125","title":"Here to stay: Clinician investigator training in a changing environment","year":2013,"lang":"en","type":"article","venue":"Clinical and investigative medicine","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Medical Association","funders":"","keywords":"Demographics; Medical education; Training (meteorology); Medicine; Census; Resource (disambiguation); Translational research; Family medicine; MEDLINE; Health care; Gerontology; Population; Political science; Environmental health; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.03081267,0.0003821735,0.000750589,0.00139574,0.0205055,0.01539874,0.004483755,0.006186422,0.022225],"category_scores_gemma":[0.05459698,0.0006837448,0.0005962148,0.002016493,0.009868527,0.01069766,0.01480923,0.0138619,0.004792192],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01746849,"about_ca_system_score_gemma":0.09433751,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06487207,"about_ca_topic_score_gemma":0.2519563,"domain_scores_codex":[0.9682181,0.01403064,0.000711587,0.001747685,0.005889999,0.009401973],"domain_scores_gemma":[0.8322563,0.01517193,0.006952577,0.004257414,0.01702535,0.1243364],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002106838,0.0004138729,0.03712455,0.0007051137,0.00005060685,0.002424453,0.03839403,0.0001427129,0.0009794466,0.02218986,0.6939604,0.2034043],"study_design_scores_gemma":[0.00007074371,0.0003136123,0.02850782,0.001422314,0.00003382661,0.001848567,0.09161174,0.0001226951,0.0003172591,0.01214486,0.863484,0.0001225528],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.03429601,0.008157281,0.003175282,0.9067467,0.01668721,0.0001572079,0.0002865061,0.0002456282,0.03024816],"genre_scores_gemma":[0.45638,0.02094165,0.0148574,0.4475401,0.01511832,0.0005027634,0.0007503351,0.0004657029,0.04344369],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9691873,"threshold_uncertainty_score":0.1629549,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5279555873032169,"score_gpt":0.4718310690259795,"score_spread":0.05612451827723736,"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."}}