{"id":"W2181132504","doi":"10.1186/s12302-015-0062-5","title":"A guide for using social media in environmental science and a case study by the Students of SETAC","year":2015,"lang":"en","type":"article","venue":"Environmental Sciences Europe","topic":"Social Media in Health Education","field":"Social Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Outreach; Social media; Public relations; Sociology; Political science; Psychology","routes":{"ca_aff":true,"ca_fund":false,"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":["sts"],"consensus_categories":["sts"],"category_scores_codex":[0.006720232,0.0001071197,0.000147742,0.00009248636,0.001422862,0.0000935672,0.0006122925,0.00003527142,0.00001801534],"category_scores_gemma":[0.001405258,0.00008800602,0.00001769469,0.0006396796,0.0050351,0.0003995635,0.000241561,0.00009157769,0.000003663518],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006424064,"about_ca_system_score_gemma":0.0003780634,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003933677,"about_ca_topic_score_gemma":0.001559665,"domain_scores_codex":[0.9968425,0.0004066222,0.0003198746,0.0003830862,0.001631807,0.0004161359],"domain_scores_gemma":[0.9988379,0.0006682897,0.0001764957,0.0001059996,0.00001389966,0.0001973437],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001673075,0.0008451478,0.5514027,0.000004009017,0.000005581111,0.00002339392,0.4292423,0.000008608246,0.002169903,0.0001188846,0.0002592531,0.01590351],"study_design_scores_gemma":[0.00116195,0.000364213,0.1368638,0.000009240504,0.00003245995,0.00003593375,0.8505356,0.0001760724,0.0001750222,0.0000895317,0.01030075,0.00025549],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968426,0.0002212045,0.000003818222,0.0003309624,0.0007134228,0.00155931,0.00002230992,0.000007104179,0.0002992616],"genre_scores_gemma":[0.9993683,0.00003133349,0.0002283185,0.00007374673,0.0001613746,0.00010539,0.000001100225,0.000008155503,0.00002226762],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4212933,"threshold_uncertainty_score":0.9998772,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1755219763635455,"score_gpt":0.4385899792681791,"score_spread":0.2630680029046335,"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."}}