{"id":"W2753080387","doi":"10.22215/timreview/1098","title":"How Researchers Use Social Media to Promote their Research and Network with Industry","year":2017,"lang":"en","type":"article","venue":"Technology Innovation Management Review","topic":"Digital Marketing and Social Media","field":"Social Sciences","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Social media; Computer science; World Wide Web; Internet privacy; Data science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.00601371,0.0001157968,0.0002465723,0.0003772602,0.002071201,0.0007401941,0.0007174358,0.000284643,0.00001388426],"category_scores_gemma":[0.005594563,0.0000962495,0.0000145528,0.002910837,0.001478731,0.0004500642,0.0004834563,0.0007203951,0.00001140154],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000956025,"about_ca_system_score_gemma":0.00007087678,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004160338,"about_ca_topic_score_gemma":0.0002903901,"domain_scores_codex":[0.9981149,0.0001920413,0.000194508,0.0003301747,0.0006064374,0.000561965],"domain_scores_gemma":[0.9985451,0.0001412281,0.0001749367,0.0004329717,0.0006389838,0.00006685057],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000009156315,0.00001898076,0.003145083,0.0001942938,0.00003244454,0.00001069405,0.0004720254,1.5864e-8,0.000001592243,0.4891824,0.02506971,0.4818636],"study_design_scores_gemma":[0.0001493027,0.00005901617,0.007844845,0.001661581,0.00001249375,4.135173e-7,0.002895739,2.114066e-7,0.000004172083,0.03421408,0.9530039,0.0001542266],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3013083,0.00245824,0.00006750804,0.5958976,0.0002476883,0.003524655,0.000006828993,0.0004857153,0.0960035],"genre_scores_gemma":[0.9613512,0.01705001,0.003027816,0.00177656,0.0006857793,0.0006366998,0.00001648426,0.00004502705,0.0154105],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9279342,"threshold_uncertainty_score":0.9992279,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2552072410056963,"score_gpt":0.434614215024805,"score_spread":0.1794069740191087,"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."}}