{"id":"W3082654074","doi":"10.31581/jbs-29.4.3(2019)","title":"Social Affinity Flow Theory","year":2019,"lang":"en","type":"article","venue":"The Journal of Bahá’í Studies","topic":"Social Capital and Networks","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Constructal law; Constructive; Sociology; Construct (python library); Instinct; Diversity (politics); Process (computing); Epistemology; Computer science; Physics; Mechanics; Ecology; Philosophy; Anthropology","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":[0.001903821,0.0004326236,0.0004071972,0.002548011,0.002479897,0.002869056,0.00113875,0.001434253,0.01398958],"category_scores_gemma":[0.005221894,0.0001813475,0.0005123522,0.001749036,0.00496051,0.006099863,0.002568293,0.001145041,0.001107181],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002932932,"about_ca_system_score_gemma":0.001755743,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002932996,"about_ca_topic_score_gemma":0.001479734,"domain_scores_codex":[0.9989022,0.0004528183,0.00004039425,0.0001711398,0.0002992036,0.0001342519],"domain_scores_gemma":[0.997979,0.00112264,0.0001976475,0.0001662782,0.0003095877,0.0002249984],"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":[0.000003810619,0.00001486647,0.0006242902,0.00002907091,0.000003630852,0.0000264092,0.0009291839,0.0005058371,0.00003256356,0.9895131,0.0009840899,0.007333239],"study_design_scores_gemma":[0.00001025456,0.00001744848,0.000925868,0.00005238947,0.000006705769,0.00008811428,0.0008382964,0.004445122,0.00005169431,0.9651113,0.02844572,0.000007060415],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.05908282,0.002516128,0.3393085,0.01186671,0.0004140647,0.000338071,0.0003244506,0.0001734084,0.5859759],"genre_scores_gemma":[0.9344699,0.001830286,0.02805304,0.0008850141,0.0004421826,0.0004334221,0.0001868657,0.0000482344,0.03365108],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01398958,"threshold_uncertainty_score":0.04679984,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05730874373410345,"score_gpt":0.365236169711716,"score_spread":0.3079274259776126,"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."}}