{"id":"W2502237338","doi":"10.1007/978-3-319-63088-5","title":"Collaboration Technologies and Social Computing","year":2017,"lang":"en","type":"book","venue":"Lecture notes in computer science","topic":"Business Process Modeling and Analysis","field":"Business, Management and Accounting","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Computer science; Social computing; World Wide Web; Library science; Data science; Social media","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":[0.0009307146,0.000636533,0.0003737871,0.001349605,0.001626416,0.004937779,0.0005012768,0.001800893,0.01256554],"category_scores_gemma":[0.002030371,0.0002429204,0.0003053606,0.00265041,0.003036918,0.007899104,0.003019826,0.001717134,0.00201806],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001209697,"about_ca_system_score_gemma":0.0008243058,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006544801,"about_ca_topic_score_gemma":0.0010204,"domain_scores_codex":[0.9990545,0.0005117722,0.00002740941,0.00008839624,0.0002383373,0.00007960022],"domain_scores_gemma":[0.998912,0.0007067616,0.00007458422,0.0001232464,0.00006733838,0.000116249],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000007331569,0.0000208051,0.0002131333,0.0001056131,0.00001220096,0.00005971786,0.001280914,0.000458926,0.000191763,0.915265,0.01874548,0.06363911],"study_design_scores_gemma":[0.000005287743,0.00001506309,0.0003814054,0.00011775,0.000006864679,0.0001745729,0.001305306,0.001369653,0.0001571906,0.8241344,0.1723245,0.000008029434],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02402283,0.06864921,0.06760732,0.02861277,0.002662561,0.00008017849,0.0001446359,0.0002995522,0.8079211],"genre_scores_gemma":[0.7134302,0.04753747,0.02075098,0.001865611,0.003934873,0.000389723,0.0002884711,0.0001614606,0.2116413],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01256554,"threshold_uncertainty_score":0.04203594,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01660487842896162,"score_gpt":0.2494136736562409,"score_spread":0.2328087952272792,"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."}}