{"id":"W2901464128","doi":"10.15353/joci.v14i1.3401","title":"The Circles of Connections","year":2018,"lang":"en","type":"article","venue":"The Journal of Community Informatics","topic":"Community Health and Development","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Social connectedness; Feeling; Social capital; Public relations; Tracking (education); General partnership; Field (mathematics); Psychological resilience; Psychology; Data science; Sociology; Social psychology; Political science; Computer science; Social science","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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.009433825,0.00007364456,0.0002010681,0.00008243757,0.006011658,0.000009204437,0.001066592,0.00006495359,0.00007228165],"category_scores_gemma":[0.001398735,0.00003755651,0.00005399637,0.0002359577,0.0004075679,0.0001574409,0.0003554942,0.002143771,0.00006669148],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008513923,"about_ca_system_score_gemma":0.0007170957,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003253186,"about_ca_topic_score_gemma":0.001053437,"domain_scores_codex":[0.995792,0.00227513,0.001399169,0.00000346307,0.0002842226,0.0002459672],"domain_scores_gemma":[0.9883957,0.008321718,0.001401186,0.0006872961,0.001099434,0.00009465292],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003034248,0.0001108768,0.001906547,0.0002976707,0.000108853,4.648451e-8,0.9064861,0.00002323729,0.00002475312,0.005135531,0.06557943,0.02002357],"study_design_scores_gemma":[0.0006548914,0.0004469559,0.0205599,0.000260753,0.0000377695,0.00003273673,0.7510098,0.0001100115,0.00007195372,0.006502894,0.2202511,0.00006132056],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9713103,0.0001184489,0.0008200816,0.00531547,0.0006841042,0.0002490691,0.000004359873,0.00001122681,0.02148698],"genre_scores_gemma":[0.9963102,0.0006365731,0.0003066943,0.002493323,0.000113731,0.00000236712,8.757026e-7,0.000005319478,0.0001309305],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1554763,"threshold_uncertainty_score":0.9952824,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.11869369775162,"score_gpt":0.4432727795862492,"score_spread":0.3245790818346291,"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."}}