{"id":"W2601242081","doi":"10.1080/17439884.2017.1305966","title":"Scholars in an increasingly open and digital world: imagined audiences and their impact on scholars’ online participation","year":2017,"lang":"en","type":"article","venue":"Learning Media and Technology","topic":"Social Media and Politics","field":"Social Sciences","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Royal Roads University","funders":"Canada Research Chairs","keywords":"Presentation (obstetrics); Media studies; Sociology; Social media; Context (archaeology); Affect (linguistics); Digital media; Public relations; Political science; History","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004146167,0.0001206401,0.0002234723,0.0002606554,0.000934187,0.0008250494,0.0003148271,0.0001644904,0.000008184568],"category_scores_gemma":[0.005281282,0.00009499794,0.00001150773,0.0002048331,0.001195019,0.001047297,0.0001956544,0.0005017598,0.000001908984],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003473796,"about_ca_system_score_gemma":0.0000898214,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001492207,"about_ca_topic_score_gemma":0.006692595,"domain_scores_codex":[0.9990425,0.0001366235,0.0001310256,0.0002505889,0.0001066377,0.0003325859],"domain_scores_gemma":[0.9991612,0.0003446336,0.000120492,0.0001525347,0.00005267807,0.000168453],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001754196,0.00003450541,0.8687516,0.000002024234,0.000005644354,0.000004695578,0.007587243,2.654864e-7,0.0001128583,0.004520119,0.000002295127,0.1189612],"study_design_scores_gemma":[0.0006753869,0.0002738843,0.9517769,0.00007608646,0.00001018315,0.000003138148,0.01686894,0.0001163631,0.0001040245,0.0267236,0.003188459,0.0001830164],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9926866,0.0001648556,0.000001157543,0.005574668,0.0001204906,0.0001625001,0.000007389448,0.00006634973,0.001216011],"genre_scores_gemma":[0.9994517,0.0001929298,0.0001055783,0.00005223869,0.0001108388,0.00001242948,0.00000812865,0.000008842814,0.00005731321],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1187782,"threshold_uncertainty_score":0.7955971,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03959492157431971,"score_gpt":0.3902474439822508,"score_spread":0.350652522407931,"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."}}