{"id":"W3014066166","doi":"10.1177/0846537120910818","title":"Subspecialty Employment Needs in Academic Radiology Settings Across Canada","year":2020,"lang":"en","type":"article","venue":"Canadian Association of Radiologists Journal","topic":"Radiology practices and education","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver General Hospital; Hamilton General Hospital; Hamilton Health Sciences; McMaster University Medical Centre","funders":"","keywords":"Subspecialty; Medicine; Neuroradiology; Medical education; Descriptive statistics; Radiology; Medical physics; Interventional radiology; Academic year; Family medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.001501659,0.0002164054,0.0002371407,0.001785389,0.004555011,0.001418721,0.001383941,0.0005184006,0.003807159],"category_scores_gemma":[0.006079063,0.0002835228,0.0002307402,0.004436167,0.001123468,0.0006125894,0.001392913,0.0008169848,0.0003119709],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0366157,"about_ca_system_score_gemma":0.07601497,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9817892,"about_ca_topic_score_gemma":0.9925647,"domain_scores_codex":[0.9966075,0.0002802774,0.0001718349,0.0002380163,0.001322571,0.00137989],"domain_scores_gemma":[0.9890069,0.0005972873,0.00156164,0.00008324682,0.003274221,0.005476679],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006557422,0.00009781839,0.9478707,0.0002639508,0.00002972526,0.0005380299,0.009541721,0.0002832745,0.0004585795,0.0003891682,0.009638207,0.03082323],"study_design_scores_gemma":[0.000006465913,0.00003645763,0.9732307,0.000144426,0.000008713832,0.0001835482,0.02091855,0.0002265472,0.00008087214,0.00005089764,0.005096218,0.00001663947],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.98322,0.001732395,0.0001413271,0.005649378,0.00003626452,0.00006838056,0.001367979,0.00002420257,0.007760138],"genre_scores_gemma":[0.9960905,0.001512607,0.0002813443,0.0007098246,0.00001686114,0.00002315104,0.000447975,0.000004458023,0.0009132696],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9984983,"threshold_uncertainty_score":0.2656667,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03169804765807031,"score_gpt":0.3138112739646323,"score_spread":0.2821132263065619,"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."}}