{"id":"W2950846379","doi":"10.5931/djim.v15i0.8987","title":"Using Tweets as a Measure of Sponsor Engagement: Halifax Pride 2018","year":2019,"lang":"en","type":"article","venue":"Dalhousie Journal of Interdisciplinary Management","topic":"Media Studies and Communication","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Pride; Government (linguistics); Public relations; Usability; Measure (data warehouse); Public engagement; Social media; Political science; Sociology; Computer science; World Wide Web; Data mining","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002373094,0.0001410191,0.0003496226,0.0002472977,0.0003822409,0.00004381016,0.0008226249,0.00005322666,0.000347835],"category_scores_gemma":[0.00007131854,0.0001216185,0.0002076456,0.0002830571,0.0001469722,0.000291003,0.001164096,0.0002373692,0.00005183166],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002054318,"about_ca_system_score_gemma":0.00008884705,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000879242,"about_ca_topic_score_gemma":0.00009611175,"domain_scores_codex":[0.9976587,0.0004385603,0.0006736623,0.0001498969,0.000819357,0.0002598788],"domain_scores_gemma":[0.9983487,0.0001269507,0.0007629097,0.0004045175,0.0002536499,0.0001032715],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.004643708,0.00412799,0.01942966,0.001956318,0.00702815,0.0007671677,0.6359195,0.002387311,0.006540817,0.1094019,0.05700802,0.1507895],"study_design_scores_gemma":[0.004556257,0.002184012,0.01713489,0.003880085,0.001122831,0.00007590041,0.6413429,0.0007830046,0.0009295606,0.01033045,0.3166222,0.00103791],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7864925,0.001297911,0.0007727763,0.004081203,0.00157265,0.0006767896,0.000005437199,0.00002097302,0.2050797],"genre_scores_gemma":[0.9937516,0.0005073736,0.003729781,0.00009597781,0.0001934717,0.000004394706,0.000001522293,0.00001597665,0.001699845],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2596142,"threshold_uncertainty_score":0.4959459,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05534950538139413,"score_gpt":0.3631793392815195,"score_spread":0.3078298339001253,"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."}}