{"id":"W2944229029","doi":"10.4103/jpi.jpi_12_19","title":"Burden and Characteristics of Unsolicited Emails from Medical/Scientific Journals, Conferences, and Webinars to Faculty and Trainees at an Academic Pathology Department","year":2019,"lang":"en","type":"article","venue":"Journal of Pathology Informatics","topic":"Social Media in Health Education","field":"Social Sciences","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Inclusion (mineral); Medical education; Medicine; Family medicine; Psychology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.002923421,0.0002461214,0.0002514341,0.002976527,0.0005880959,0.001113608,0.0004879892,0.0007128959,0.003550407],"category_scores_gemma":[0.02866462,0.0002190547,0.0002637991,0.001444043,0.0004154457,0.0008392828,0.000702993,0.0004506333,0.00114016],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005219705,"about_ca_system_score_gemma":0.0006455723,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008639276,"about_ca_topic_score_gemma":0.0007689851,"domain_scores_codex":[0.9960473,0.001371902,0.0008170476,0.0004243821,0.0008247129,0.0005146353],"domain_scores_gemma":[0.9452073,0.01908008,0.02584007,0.002031128,0.005021648,0.00281973],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002046813,0.0001468845,0.9933476,0.00001880334,0.00001491027,0.000109534,0.0005677309,0.0000428845,0.0003653849,0.00001979923,0.0002505823,0.004911259],"study_design_scores_gemma":[0.000006196744,0.0002133225,0.9970395,0.00001955713,0.00001260495,0.0005274469,0.001139194,0.0002805294,0.0003470979,0.00002076114,0.0003853239,0.000008370565],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993888,0.00005624779,0.0000725046,0.00003550357,0.000003688793,0.00001269365,0.0001433617,0.000007925075,0.0002792196],"genre_scores_gemma":[0.9989489,0.00005913204,0.000208008,0.00004182099,0.00002461915,0.00002948699,0.0003376138,0.00000742722,0.0003429812],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9988864,"threshold_uncertainty_score":0.01546067,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0796803148366377,"score_gpt":0.4027070440271461,"score_spread":0.3230267291905085,"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."}}