{"id":"W4239134368","doi":"10.22215/timreview1098","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":"Knowledge Management and Sharing","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Social media; Business; Knowledge management; Public relations; Sociology; Computer science; Political science; World Wide Web","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":[0.005123796,0.0001320618,0.0002475572,0.000670116,0.002488868,0.0007713193,0.0009694541,0.0002297733,0.00003809166],"category_scores_gemma":[0.001319376,0.0001100647,0.00001488395,0.003461746,0.0009356161,0.0005407996,0.001029272,0.0007164453,0.00002565516],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009983983,"about_ca_system_score_gemma":0.00003530367,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000284413,"about_ca_topic_score_gemma":0.0004808409,"domain_scores_codex":[0.9981349,0.0001277209,0.0002120902,0.0003986135,0.000529361,0.0005972807],"domain_scores_gemma":[0.9985622,0.00005441629,0.0001719585,0.0005900053,0.0005704936,0.00005090425],"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":[0.000006086912,0.00001711415,0.005262199,0.0002903908,0.00004735805,0.00001170886,0.0003607848,5.153793e-8,0.00000274279,0.651912,0.02839607,0.3136935],"study_design_scores_gemma":[0.0001796354,0.00004271061,0.007076384,0.001310258,0.00001978208,2.858565e-7,0.001710857,0.00000163644,0.000007658023,0.02179496,0.9676946,0.0001611969],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.189504,0.006431248,0.0006176911,0.6449322,0.0003184814,0.007508513,0.000004449638,0.00080149,0.149882],"genre_scores_gemma":[0.9076735,0.02981997,0.00683777,0.001926645,0.0009429338,0.00116743,0.00002742344,0.00007466348,0.05152962],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9392986,"threshold_uncertainty_score":0.9988098,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3410515730753719,"score_gpt":0.4493591218970873,"score_spread":0.1083075488217154,"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."}}