{"id":"W4235852247","doi":"10.1007/978-1-4939-7131-2_101142","title":"Social Media Analysis and Mining","year":2018,"lang":"en","type":"book-chapter","venue":"","topic":"Complex Network Analysis Techniques","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Social media; Computer science; Data science; World Wide Web","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.001110803,0.001374788,0.0007494154,0.005534417,0.0008754297,0.003638283,0.001163283,0.0008972723,0.01368344],"category_scores_gemma":[0.004404211,0.0005455571,0.001051631,0.005562688,0.0008642104,0.005009609,0.001924384,0.001443145,0.01269875],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006401349,"about_ca_system_score_gemma":0.0008063614,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001194288,"about_ca_topic_score_gemma":0.002225793,"domain_scores_codex":[0.998984,0.0001836846,0.00005641885,0.0002266276,0.0005069041,0.00004221243],"domain_scores_gemma":[0.9981586,0.001109395,0.00007647557,0.0003237903,0.0002795898,0.00005208406],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001870891,0.00005996199,0.000781596,0.0004676091,0.0000769145,0.0000659426,0.000317471,0.002987921,0.001929146,0.08148956,0.09539353,0.8164116],"study_design_scores_gemma":[0.000006957964,0.00002197676,0.002319033,0.000372715,0.00006195216,0.000377759,0.0004654289,0.05164224,0.00593665,0.3683586,0.5703841,0.00005254093],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.004725673,0.01538428,0.8587992,0.00458989,0.001753679,0.0003378934,0.004195831,0.00443894,0.1057746],"genre_scores_gemma":[0.08204578,0.03433128,0.6473678,0.001264986,0.004600262,0.0008330169,0.01328143,0.002469713,0.2138058],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01368344,"threshold_uncertainty_score":0.04577565,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02237412679939748,"score_gpt":0.2672376917890786,"score_spread":0.2448635649896811,"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."}}