{"id":"W2563991011","doi":"10.6000/2371-1647.2016.02.10","title":"A Scheme for the Study of Discussions in the Social Media","year":2016,"lang":"en","type":"article","venue":"Journal of Advances in Management Sciences & Information Systems","topic":"E-Learning and Knowledge Management","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Scheme (mathematics); Context (archaeology); Event (particle physics); Social media; World Wide Web; Mathematics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04163675,0.001782773,0.001217151,0.01041878,0.007373171,0.005758581,0.00327659,0.004888666,0.04084766],"category_scores_gemma":[0.03907794,0.001294364,0.002364444,0.009646914,0.008963367,0.009946059,0.007985494,0.005731893,0.02094523],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006935773,"about_ca_system_score_gemma":0.01119041,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004291999,"about_ca_topic_score_gemma":0.005277723,"domain_scores_codex":[0.9602305,0.02499819,0.005551126,0.002993466,0.005070203,0.001156608],"domain_scores_gemma":[0.9574038,0.01256237,0.004026369,0.01147801,0.01122864,0.003300783],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0005056948,0.0003263677,0.00278681,0.001246886,0.00003357716,0.0002408799,0.01717073,0.0005812906,0.00468531,0.8090913,0.05248412,0.110847],"study_design_scores_gemma":[0.0002536883,0.0007193001,0.005025932,0.0006586373,0.00003291075,0.0003924965,0.005560786,0.002652034,0.001758751,0.1204362,0.8623363,0.0001729106],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01320989,0.001217837,0.6964624,0.01090445,0.005573577,0.08748611,0.01058006,0.002726491,0.1718392],"genre_scores_gemma":[0.02288693,0.0006058363,0.8215141,0.0008592443,0.0003250693,0.09251085,0.00306735,0.000214531,0.05801608],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04163675,"threshold_uncertainty_score":0.2201988,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02607977054247778,"score_gpt":0.3158875656855682,"score_spread":0.2898077951430904,"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."}}