{"id":"W4220762044","doi":"10.1200/op.21.00761","title":"Social Media and Professional Development for Oncology Professionals.","year":2022,"lang":"en","type":"article","venue":"PubMed","topic":"Social Media in Health Education","field":"Social Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"National Cancer Institute","keywords":"Social media; Professional development; Promotion (chess); Public relations; Health professionals; Government (linguistics); Health care; Professional association; Medical education; Medicine; Political science","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":[],"consensus_categories":[],"category_scores_codex":[0.004787723,0.0003059766,0.000347747,0.005021198,0.001819748,0.004040965,0.0004586179,0.00152105,0.01258795],"category_scores_gemma":[0.0209977,0.0001489386,0.0004779276,0.003280009,0.001704349,0.004195419,0.003173968,0.001378969,0.002106463],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001673398,"about_ca_system_score_gemma":0.005452033,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001772873,"about_ca_topic_score_gemma":0.004960261,"domain_scores_codex":[0.9955225,0.002658641,0.0003699248,0.0001722252,0.001003264,0.000273495],"domain_scores_gemma":[0.9785554,0.01409743,0.002345735,0.0003607728,0.002238753,0.002401719],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000629237,0.0001404457,0.005155188,0.01414969,0.00008072585,0.0003319423,0.008155799,0.00003947884,0.0003532557,0.01547321,0.0899589,0.8660985],"study_design_scores_gemma":[0.00003697479,0.0001804523,0.02100503,0.02774315,0.0001348342,0.001389407,0.01250283,0.0001045791,0.0004177263,0.01836335,0.9180775,0.00004413367],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.02068093,0.6970102,0.00230811,0.1550708,0.006861709,0.000368513,0.0006935382,0.0001522466,0.1168541],"genre_scores_gemma":[0.2629536,0.6706287,0.01125136,0.02434795,0.006931917,0.0005411572,0.0005420334,0.00007609878,0.0227272],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01258795,"threshold_uncertainty_score":0.04211092,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2113940526398987,"score_gpt":0.4466101413822921,"score_spread":0.2352160887423934,"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."}}