{"id":"W2886030591","doi":"10.1511/2018.106.5.283","title":"STEVE and the Citizen Scientists","year":2018,"lang":"en","type":"article","venue":"American Scientist","topic":"Ionosphere and magnetosphere dynamics","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Environmental ethics; Political science; Sociology; Philosophy","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":[],"category_scores_codex":[0.0003113703,0.00009552017,0.0001362455,0.00001648094,0.000442045,0.0001987383,0.0002297865,0.00000678839,0.000677074],"category_scores_gemma":[0.000009290514,0.0000640442,0.00004104225,0.0005634507,0.004222822,0.00008973151,0.000137157,0.00006207539,0.0001732013],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008177098,"about_ca_system_score_gemma":0.00004585188,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001041686,"about_ca_topic_score_gemma":0.00009395437,"domain_scores_codex":[0.99915,0.00005415174,0.000117488,0.0002562933,0.0001664334,0.0002555728],"domain_scores_gemma":[0.9994047,0.00005361779,0.00009513587,0.0002650253,0.0001058377,0.00007568849],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004447849,0.00006055681,0.03201314,0.000003306351,0.0000623029,0.000002034102,0.001056815,0.000002139163,0.0002804421,0.4304939,0.04380412,0.4921768],"study_design_scores_gemma":[0.006818392,0.0005941904,0.1373965,0.00004090992,0.0001700322,0.00002872128,0.008048206,0.0139174,0.0009867445,0.04691521,0.7837698,0.001313788],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.727254,0.00003635411,0.01896562,0.0009227799,0.0008453081,0.0002378661,0.00003292032,0.00003864923,0.2516665],"genre_scores_gemma":[0.9870605,0.000001136808,0.001297135,0.0003601731,0.000309635,0.000009933996,0.000007248704,0.000008709912,0.01094549],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7399657,"threshold_uncertainty_score":0.9984871,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002906672084496217,"score_gpt":0.2267231238118513,"score_spread":0.2238164517273551,"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."}}