{"id":"W4238618123","doi":"10.1007/978-1-4939-7131-2_101143","title":"Social Media Mining","year":2018,"lang":"en","type":"book-chapter","venue":"","topic":"Digital Marketing and Social Media","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Social media; Computer science; Sociology; 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":[0.001714794,0.001361113,0.000892431,0.00806092,0.001816396,0.004242502,0.001618747,0.001100925,0.03099759],"category_scores_gemma":[0.005847554,0.0006179694,0.001316228,0.007110672,0.0006320486,0.005396404,0.002379595,0.001302219,0.03047006],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007687243,"about_ca_system_score_gemma":0.001631683,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002429728,"about_ca_topic_score_gemma":0.004366311,"domain_scores_codex":[0.9983972,0.0002563955,0.00009662823,0.0003927011,0.0007759845,0.00008107742],"domain_scores_gemma":[0.997797,0.0008589107,0.0001059442,0.000585867,0.0005680525,0.00008416013],"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":[0.00003642793,0.0001252072,0.001679487,0.000360966,0.00006768609,0.00009028717,0.000228146,0.0009892299,0.001935762,0.02544075,0.1240479,0.8449983],"study_design_scores_gemma":[0.000015863,0.00004432678,0.005240586,0.0004833272,0.0001093277,0.0006156721,0.0006146504,0.03241862,0.01249726,0.1004849,0.8474148,0.00006078065],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01687687,0.01333752,0.4935027,0.009970672,0.003415265,0.001907051,0.02380809,0.01866182,0.41852],"genre_scores_gemma":[0.1193086,0.01621108,0.420349,0.001854222,0.003343585,0.001226034,0.04747101,0.003249483,0.386987],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.03099759,"threshold_uncertainty_score":0.1036973,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05420426229514,"score_gpt":0.304483975393651,"score_spread":0.250279713098511,"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."}}