{"id":"W4399053656","doi":"10.1007/s11192-024-05047-7","title":"Visualizing hidden communities of interest: A case-study analysis of topic-based social networks in astrobiology","year":2024,"lang":"en","type":"article","venue":"Scientometrics","topic":"Climate Change Communication and Perception","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec à Montréal","funders":"Social Sciences and Humanities Research Council of Canada; Fonds de Recherche du Québec-Société et Culture; Canada Research Chairs","keywords":"Social network analysis; Data science; Computer science; Astrobiology; World Wide Web; Social media; Biology","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":[0.002467758,0.00005637458,0.000220858,0.004303792,0.0001815079,0.00006294069,0.0003209164,0.00007420303,0.0002867536],"category_scores_gemma":[0.0001643002,0.00005629453,0.0001037486,0.01822988,0.0003137883,0.00007563196,0.0001103707,0.0001372324,0.000001232919],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001293149,"about_ca_system_score_gemma":0.00005755571,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01250951,"about_ca_topic_score_gemma":0.1404136,"domain_scores_codex":[0.9986774,0.0005752897,0.0002946534,0.0001001827,0.0001914461,0.0001610844],"domain_scores_gemma":[0.9988953,0.0006493881,0.00009115787,0.0001823714,0.0001501962,0.00003156892],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000118349,0.0004370081,0.6215482,0.00004485361,0.0001466405,0.00002011252,0.3337473,0.0003374179,0.00005984646,0.004145303,0.00006297537,0.03943847],"study_design_scores_gemma":[0.0004590339,0.0002461026,0.1833562,0.00007705518,0.0003840594,0.000001795705,0.7496889,0.06318849,0.000009835727,0.00007109968,0.002298445,0.0002189724],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997601,0.0002257707,0.0004299589,0.0001618536,0.0002117192,0.0001314938,0.00001642952,0.00002452396,0.001197269],"genre_scores_gemma":[0.9996763,0.000110147,0.00008327678,0.00002541276,0.00003074226,0.000006801442,0.00002829705,0.000003442659,0.000035595],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.438192,"threshold_uncertainty_score":0.9940663,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.733346814239927,"score_gpt":0.5580407318549871,"score_spread":0.1753060823849398,"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."}}