{"id":"W4385505429","doi":"10.59350/k3xm3-ckv47","title":"Unpacking the Social Side of Science Communication","year":2018,"lang":"en","type":"preprint","venue":"","topic":"Climate Change Communication and Perception","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Unpacking; Social media; Sociology; Political science; Media studies","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":["sts"],"category_scores_codex":[0.003558968,0.00007873803,0.0001239056,0.00009436032,0.002827241,0.0001630438,0.002182191,0.0001448422,0.0009113993],"category_scores_gemma":[0.0003334256,0.00006119614,0.00007560843,0.0003881737,0.00684815,0.0001162345,0.001514494,0.0002924636,0.00004181927],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001904233,"about_ca_system_score_gemma":0.0004245955,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006015304,"about_ca_topic_score_gemma":0.01181464,"domain_scores_codex":[0.998486,0.0004566856,0.0002294196,0.0001565506,0.0004972951,0.0001740276],"domain_scores_gemma":[0.9980455,0.0001958808,0.0002953245,0.0008452689,0.000582791,0.000035236],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001136193,0.00009368963,0.001096146,0.00005057866,0.00001791002,3.882037e-8,0.7144037,0.000007726022,0.001152915,0.2325391,0.006154639,0.04447216],"study_design_scores_gemma":[0.0003833459,0.00003834001,0.06532847,0.0005424343,0.0001153947,6.841599e-7,0.5068836,0.001477595,0.00103965,0.1299901,0.2933076,0.0008927707],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1905477,0.0001603552,0.0001458687,0.02023183,0.0004099151,0.0003772104,0.00001111572,0.000089071,0.7880269],"genre_scores_gemma":[0.9952567,0.003011868,0.0005286398,0.0002550539,0.0002377367,0.00001887265,0.00002409983,0.00000620195,0.0006608216],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.804709,"threshold_uncertainty_score":0.998471,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6328654856332082,"score_gpt":0.5416605608390804,"score_spread":0.09120492479412778,"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."}}