{"id":"W4253022182","doi":"10.5406/illinois/9780252040726.003.0004","title":"The Communities of Localism","year":2017,"lang":"en","type":"book","venue":"University of Illinois Press eBooks","topic":"Cultural Industries and Urban Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Localism; Conceptualization; Community radio; Local community; Broadcasting (networking); Public relations; Citizen media; Public broadcasting; Political science; Media policy; Television studies; Commercial broadcasting; Sociology; Media studies; Media relations; Law; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":["sts"],"category_scores_codex":[0.0002395664,0.000115237,0.0002541355,0.0000263199,0.001597404,0.00004084408,0.001244147,0.0002882059,0.00006996495],"category_scores_gemma":[0.00001939656,0.00009762098,0.0001341809,0.000004298603,0.002823035,0.00004322185,0.0002973487,0.0002725722,0.000002119326],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001138583,"about_ca_system_score_gemma":0.000570261,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0518262,"about_ca_topic_score_gemma":0.03195722,"domain_scores_codex":[0.9991786,0.00009490186,0.0001398707,0.00008423856,0.0003378811,0.0001645432],"domain_scores_gemma":[0.9985794,0.0001818908,0.0004696156,0.000393643,0.0003183719,0.00005708266],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003935236,0.000009568194,0.00001649657,0.00004261115,0.000187389,0.000007144507,0.04716818,0.000002711578,0.000001318266,0.1064374,0.8225008,0.02358704],"study_design_scores_gemma":[0.0001171846,0.00001511489,0.00001786572,0.000171882,0.00004864715,1.576887e-7,0.009427455,0.000001657568,0.00003185773,0.000834055,0.9892191,0.0001149907],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001125076,0.0004311433,0.000006937875,0.0002168249,0.0001799213,0.0001970552,0.0000628401,0.00001628641,0.9987765],"genre_scores_gemma":[0.001480934,0.001117623,0.0000293915,0.000007954922,0.00006984027,1.291035e-7,0.00001334497,0.000005865762,0.9972749],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1667183,"threshold_uncertainty_score":0.9998907,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06857781769371123,"score_gpt":0.249741008358481,"score_spread":0.1811631906647697,"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."}}