{"id":"W1565675407","doi":"10.1044/leader.gs.20032015.np","title":"Using Social Media for Professional Advancement: Lessons Learned","year":2015,"lang":"en","type":"article","venue":"ASHA Leader","topic":"Impact of Technology on Adolescents","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"American Speech-Language-Hearing Association; Social media; Psychology; Medical education; Professional development; Pedagogy; Medicine; Computer science; Linguistics; World Wide Web; Asha","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005911448,0.00009853536,0.0001469716,0.0000622766,0.0006670921,0.00003453577,0.0002731962,0.0002267742,0.00007958898],"category_scores_gemma":[0.001293412,0.00009758232,0.00005822294,0.0001745202,0.0003853869,0.0002303137,0.00005627394,0.0001774034,0.00007061089],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002090554,"about_ca_system_score_gemma":0.0004236923,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006377745,"about_ca_topic_score_gemma":0.0002690433,"domain_scores_codex":[0.9986576,0.00009524576,0.0001386489,0.0001983397,0.0004217565,0.0004883555],"domain_scores_gemma":[0.9994165,0.00007776568,0.00009675907,0.0000992516,0.0001838202,0.0001259358],"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":[0.0004635556,0.001075799,0.01192483,0.00008651954,0.0001662298,0.0000156935,0.1904873,0.00002875794,0.003033453,0.1631611,0.3962322,0.2333245],"study_design_scores_gemma":[0.005359084,0.00008309277,0.004375843,0.0001405881,0.00008693093,0.000002091086,0.1723426,0.0002755701,0.00135022,0.06253635,0.7526239,0.0008237196],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.4401709,0.0008570449,0.01403193,0.4866324,0.02383949,0.003399325,0.0001730919,0.001802062,0.02909366],"genre_scores_gemma":[0.9868354,0.000006296917,0.004027409,0.0008812092,0.001176154,0.00002824313,0.00001386977,0.0000264237,0.007004973],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5466645,"threshold_uncertainty_score":0.5130801,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.399926501795979,"score_gpt":0.4971737124794489,"score_spread":0.09724721068346986,"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."}}