{"id":"W4233034081","doi":"10.1007/978-1-4939-7131-2_100170","title":"Community Mining","year":2018,"lang":"en","type":"book-chapter","venue":"","topic":"HIV, Drug Use, Sexual Risk","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Computer science","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":[0.001463168,0.001142674,0.0009566214,0.006319533,0.001717723,0.002401252,0.002346288,0.0009677999,0.03479974],"category_scores_gemma":[0.007171472,0.0005186573,0.001397438,0.006028057,0.0004617744,0.003592923,0.002569358,0.001277825,0.02037898],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006925809,"about_ca_system_score_gemma":0.001997065,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006459302,"about_ca_topic_score_gemma":0.01603318,"domain_scores_codex":[0.9984277,0.0002639664,0.00007558365,0.0005040921,0.0006342797,0.00009437015],"domain_scores_gemma":[0.9975846,0.0006797765,0.000102124,0.0008073213,0.0007041575,0.0001220773],"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":[0.00008760895,0.0001899329,0.002755905,0.0004408582,0.00009637426,0.00008742734,0.0001905352,0.00460278,0.001284005,0.0315135,0.2287319,0.7300191],"study_design_scores_gemma":[0.00007207358,0.00009337944,0.004404262,0.0003718783,0.0001162192,0.0007128307,0.0008481187,0.1563673,0.006736632,0.1627604,0.6674471,0.00006982267],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.01494917,0.004187998,0.7441966,0.00457005,0.001388354,0.002048395,0.05199862,0.03293558,0.1437253],"genre_scores_gemma":[0.09193834,0.003071337,0.6945302,0.0008152052,0.0004812441,0.0009381907,0.08877686,0.002472287,0.1169764],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.03479974,"threshold_uncertainty_score":0.1164168,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1263561517765172,"score_gpt":0.36082285618573,"score_spread":0.2344667044092128,"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."}}