{"id":"W2803740287","doi":"10.15694/mep.2018.0000102.1","title":"Online Profile of Canadian Diagnostic Radiology Residents: Do Residents Alter Their Profile When Applying for Fellowships?","year":2018,"lang":"en","type":"article","venue":"MedEdPublish","topic":"Radiology practices and education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Descriptive statistics; Medicine; Audience measurement; Family medicine; Selection (genetic algorithm); Demography; Psychology; Statistics; Advertising; Sociology","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":[0.001481274,0.0001016328,0.0001571883,0.0009375379,0.001354573,0.001016656,0.000609541,0.0004436363,0.003992966],"category_scores_gemma":[0.009606585,0.0001519648,0.0001973515,0.001170002,0.0005126108,0.0006278091,0.0007069464,0.0004968304,0.0005411258],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003410809,"about_ca_system_score_gemma":0.004738199,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3671784,"about_ca_topic_score_gemma":0.563634,"domain_scores_codex":[0.9985945,0.0002460543,0.00006986952,0.00007606531,0.0006410002,0.0003724856],"domain_scores_gemma":[0.9919304,0.0007540614,0.002642196,0.0001106258,0.002165745,0.002396976],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008898455,0.00008374597,0.9714547,0.00004270454,0.00001191376,0.0001452979,0.006452844,0.00002475356,0.0002195902,0.00003447718,0.004118241,0.01732278],"study_design_scores_gemma":[0.000002792238,0.00007748805,0.9791272,0.00003416445,0.000005744713,0.0001849405,0.01853173,0.000087813,0.00007186595,0.00001220895,0.001852125,0.00001189276],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964197,0.0001380143,0.00004486677,0.0009940888,0.0000215615,0.00002493849,0.0002444185,0.000004690533,0.002107794],"genre_scores_gemma":[0.9982577,0.0002216318,0.0001205884,0.0002402168,0.00001329957,0.00001446561,0.0002103404,0.000002789797,0.0009189413],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9985187,"threshold_uncertainty_score":0.7300824,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04909035883536812,"score_gpt":0.3207509813546298,"score_spread":0.2716606225192617,"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."}}