{"id":"W1905423672","doi":"10.21083/partnership.v10i1.3098","title":"Creating Cohesive Community Through Shared Reading: A Case Study of One Book Nova Scotia","year":2015,"lang":"en","type":"article","venue":"Partnership The Canadian Journal of Library and Information Practice and Research","topic":"Library Science and Administration","field":"Social Sciences","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Saint Vincent University; Dalhousie University","funders":"","keywords":"Nova scotia; Reading (process); Publicity; Conversation; Publishing; Face (sociological concept); Nova (rocket); Media studies; Library science; Political science; Public relations; Sociology; Computer science; Engineering; Social science; Communication; Law; Ethnology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.005859111,0.00005327149,0.0001100651,0.0002071198,0.001600012,0.0009818579,0.0002595801,0.00005503854,0.00007623749],"category_scores_gemma":[0.002557605,0.00003845879,0.00001582283,0.0005594299,0.0005647894,0.05084836,0.00004314313,0.0005961527,0.000004229488],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002197214,"about_ca_system_score_gemma":0.003051527,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05514226,"about_ca_topic_score_gemma":0.01422261,"domain_scores_codex":[0.9969414,0.001943279,0.0003538315,0.00004309873,0.0005051942,0.0002131569],"domain_scores_gemma":[0.9973457,0.001398662,0.0003322884,0.000113079,0.0003443044,0.0004658915],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001761086,0.00009648419,0.01486832,0.00003570773,0.00004913307,0.0001628849,0.9172773,0.00001609764,0.000002896438,0.05553843,0.01071346,0.00106312],"study_design_scores_gemma":[0.0003961628,0.0008246042,0.001141967,0.00005453318,0.00001867041,0.0003664253,0.8952891,0.00002661307,0.00006533689,0.001069783,0.1006892,0.00005755196],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8246012,0.0003110078,0.000003724294,0.02932731,0.00006124401,0.0003123476,0.000004331921,0.000004343233,0.1453744],"genre_scores_gemma":[0.9980745,0.0001061173,0.0001558095,0.001217088,0.00009526356,0.000001152875,0.000003255873,0.000002443333,0.0003444083],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1734732,"threshold_uncertainty_score":0.9996998,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3031888381831772,"score_gpt":0.4374431681191537,"score_spread":0.1342543299359765,"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."}}