{"id":"W2187324728","doi":"","title":"Automated Discovery of Emerging Online Communities Among Blog Readers: A Case Study of a Canadian Real Estate Blog","year":2009,"lang":"en","type":"article","venue":"","topic":"Social Media and Politics","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"World Wide Web; The Internet; Publishing; Aside; Internet privacy; Microblogging; Online community; Social media; Web 2.0; Internet users; Computer science; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001703201,0.0005901449,0.0004850215,0.004552102,0.009572727,0.003029302,0.002312347,0.002188992,0.002323641],"category_scores_gemma":[0.006406668,0.0003991467,0.0004520674,0.004742743,0.00255918,0.001815056,0.001641113,0.001042614,0.0006696363],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007140179,"about_ca_system_score_gemma":0.007365146,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6681714,"about_ca_topic_score_gemma":0.8514322,"domain_scores_codex":[0.9986883,0.0002528804,0.00005141237,0.0002789364,0.0004283946,0.0003000727],"domain_scores_gemma":[0.9939491,0.003199002,0.0004965109,0.0004562839,0.001121054,0.0007782277],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009894754,0.002454636,0.3697589,0.001084504,0.0001339326,0.05595186,0.3435256,0.0028665,0.01607871,0.003506667,0.01576466,0.1878846],"study_design_scores_gemma":[0.0001565849,0.0004692292,0.371226,0.0004032769,0.0001936258,0.009357952,0.4918355,0.02477041,0.009953217,0.002349756,0.08895896,0.0003254299],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9890705,0.0004607656,0.001705766,0.0007560996,0.00002581582,0.0003911523,0.000867887,0.0001202781,0.00660174],"genre_scores_gemma":[0.9777557,0.0006342363,0.01229896,0.0002527803,0.00002935015,0.000134531,0.001093864,0.00005951951,0.007741011],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3318286,"threshold_uncertainty_score":0.6675656,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06284782393730903,"score_gpt":0.3597410193793476,"score_spread":0.2968931954420386,"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."}}