{"id":"W3193010941","doi":"10.1016/j.oooo.2021.04.025","title":"TRENDS IN ORAL AND MAXILLOFACIAL RADIOLOGY CAREERS: A SURVEY","year":2021,"lang":"en","type":"article","venue":"Oral Surgery Oral Medicine Oral Pathology and Oral Radiology","topic":"Radiology practices and education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Private practice; Thematic analysis; Medicine; Medical education; Cross-sectional study; Family medicine; Dentistry; Psychology; Qualitative research; Social science; Sociology; Pathology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0008050469,0.0001441325,0.0002744774,0.002941601,0.0006126171,0.0008133224,0.0003633602,0.0005639231,0.005418739],"category_scores_gemma":[0.002561412,0.0002394333,0.0004309022,0.004234882,0.0001953174,0.0009244781,0.0007942149,0.0005686542,0.001352258],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00065525,"about_ca_system_score_gemma":0.001448217,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009825476,"about_ca_topic_score_gemma":0.01688746,"domain_scores_codex":[0.9989952,0.0001509072,0.0001975846,0.0001462899,0.0002546364,0.000255337],"domain_scores_gemma":[0.9949509,0.0005596868,0.002001402,0.0000862479,0.000929549,0.001472269],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005099327,0.00008722983,0.9883259,0.00007349742,0.00001989136,0.0001069734,0.0005368657,0.00002505663,0.0002462143,0.0000482835,0.001011938,0.009467173],"study_design_scores_gemma":[0.000001880176,0.00005672831,0.994535,0.00004221475,0.000006707238,0.0004048377,0.001866315,0.00004516641,0.00004917509,0.0000097195,0.002978252,0.000004063748],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9867372,0.002600886,0.0001297724,0.0008494175,0.0000235971,0.00003185194,0.004126105,0.00002209267,0.005478964],"genre_scores_gemma":[0.9865074,0.005453011,0.0003660991,0.0005242702,0.0000560349,0.00005970484,0.00314857,0.00002251878,0.003862455],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.999195,"threshold_uncertainty_score":0.01953655,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0701518871117296,"score_gpt":0.3462347529604461,"score_spread":0.2760828658487165,"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."}}