{"id":"W3174882123","doi":"10.1177/08465371211025762","title":"How to Succeed in Radiology Research: A Collaboration of the CARJ and the CAR Resident &amp; Fellow Section","year":2021,"lang":"en","type":"editorial","venue":"Canadian Association of Radiologists Journal","topic":"Radiology practices and education","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; Ottawa Hospital; University of Ottawa; Dalhousie University","funders":"","keywords":"Medicine; Section (typography); Medical education; Medical physics; Radiology; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.009311472,0.0001863001,0.0008102687,0.0006665949,0.0003311209,0.0001215109,0.0002819828,0.001169362,0.00001980581],"category_scores_gemma":[0.058427,0.00012209,0.0001561886,0.0009644927,0.0003721344,0.0001249188,0.00003603733,0.00237807,0.000001036047],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.005089294,"about_ca_system_score_gemma":0.008240443,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03478901,"about_ca_topic_score_gemma":0.3944489,"domain_scores_codex":[0.994365,0.003469704,0.0006633621,0.0003054718,0.0007373475,0.0004591373],"domain_scores_gemma":[0.9920591,0.003327233,0.001314897,0.000381754,0.002633591,0.0002834037],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003485744,0.00001432361,0.01443441,0.00005084591,0.0002170291,0.00001894914,0.003075258,0.00006302061,0.000225957,0.00009901309,0.9812979,0.0001547009],"study_design_scores_gemma":[0.002495034,0.0002363005,0.04340568,0.0002476348,0.0002255227,0.0003114064,0.003993382,0.00001560938,0.00003930055,0.0002408051,0.948648,0.0001412839],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.3620269,0.00457726,0.0000149707,0.1484012,0.4826277,0.001485914,0.0001658377,0.000006934522,0.0006932638],"genre_scores_gemma":[0.4818057,0.01074408,0.000337372,0.000550371,0.488138,0.0001001706,0.0003611333,0.00006085269,0.01790227],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.3596599,"threshold_uncertainty_score":0.9999235,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03289218069163859,"score_gpt":0.3519603245942795,"score_spread":0.3190681439026409,"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."}}