{"id":"W1534542674","doi":"10.15353/joci.v2i3.2070","title":"The Cserénfa experiment.","year":2007,"lang":"en","type":"article","venue":"The Journal of Community Informatics","topic":"Social Media and Politics","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sociology; The Internet; Sociology of Education; Media studies; Management; Public relations; Social science; Political science; Computer science; Economics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.008506028,0.00005294028,0.00009598598,0.00003162429,0.002764097,0.0000786028,0.001041174,0.00005254406,0.00001652229],"category_scores_gemma":[0.001047792,0.00002791738,0.00006274202,0.0001572799,0.0005929844,0.0002231268,0.00006976991,0.0007282068,0.00001667525],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001222469,"about_ca_system_score_gemma":0.0001821673,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007162305,"about_ca_topic_score_gemma":0.0005027562,"domain_scores_codex":[0.9980443,0.0007087014,0.0004965037,0.000002216034,0.000489862,0.0002584817],"domain_scores_gemma":[0.9946815,0.004306843,0.0004331567,0.0002234365,0.0002457028,0.000109315],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002004366,0.00002170773,0.0002247095,0.000002912471,0.00002171328,1.279059e-7,0.9662955,0.000003051553,0.00001401039,0.0221524,0.004290234,0.00695357],"study_design_scores_gemma":[0.00009371541,0.0000440703,0.0002661244,0.000007982313,0.00001421322,0.000005648628,0.7080701,0.000001501583,0.0003838847,0.003879591,0.2872051,0.00002812425],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9473714,0.0001801861,0.0004621824,0.002432391,0.0007711481,0.00006951902,5.640452e-7,0.00000907551,0.04870351],"genre_scores_gemma":[0.9980006,0.0005167192,0.00009492524,0.0009073798,0.0003545354,2.253864e-7,1.93187e-7,0.000003169902,0.000122272],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2829148,"threshold_uncertainty_score":0.9985341,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05822474502267989,"score_gpt":0.3822188880127915,"score_spread":0.3239941429901116,"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."}}