{"id":"W2097204492","doi":"10.18438/b8vg8c","title":"The Potential of Generic Social Outcomes in Promoting the Positive Impact of the Public Library: Evidence from the National Year of Reading in Yorkshire","year":2012,"lang":"en","type":"article","venue":"Evidence Based Library and Information Practice","topic":"Library Science and Administration","field":"Social Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"SAFER; Focus group; Reading (process); Public relations; Qualitative research; Qualitative property; Government (linguistics); Coding (social sciences); Public involvement; Psychology; Sociology; Medical education; Political science; Medicine; 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":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.002342702,0.00007913533,0.0001091971,0.00006215597,0.0005199111,0.0003288963,0.0005772709,0.00006046038,0.00006193489],"category_scores_gemma":[0.004370882,0.00003763882,0.00007511715,0.001007215,0.0004374459,0.1414428,0.0001215915,0.0001999909,0.00000159292],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001853853,"about_ca_system_score_gemma":0.0009960824,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002387206,"about_ca_topic_score_gemma":0.000004263607,"domain_scores_codex":[0.9975433,0.001104731,0.0004776014,0.00007576136,0.0006100106,0.000188638],"domain_scores_gemma":[0.9938806,0.005126695,0.0007738542,0.0001212983,0.00005947785,0.0000380444],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002661675,0.00009866386,0.7936141,0.00002625995,0.00003165496,2.454003e-7,0.03472294,0.0001552813,0.0004011743,0.1643293,0.00106282,0.005291302],"study_design_scores_gemma":[0.0001217686,0.0000453112,0.9820565,0.000202645,0.00001112765,7.468414e-7,0.01306015,0.0009983319,0.001095732,0.0005527773,0.00179169,0.00006319502],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8135568,0.0003277881,0.0000293229,0.1837284,0.0001426554,0.0004491341,0.00003118422,0.00001113236,0.001723618],"genre_scores_gemma":[0.9971266,0.0003434022,0.0001616405,0.002207409,0.000107592,0.00001019866,0.000007404461,0.000002932406,0.00003286846],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1884423,"threshold_uncertainty_score":0.8705655,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03561566109709192,"score_gpt":0.321133648794169,"score_spread":0.2855179876970771,"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."}}