{"id":"W3025461698","doi":"10.15402/esj.v5i3.70366","title":"Exchanges","year":2020,"lang":"en","type":"article","venue":"Engaged Scholar Journal Community-Engaged Research Teaching and Learning","topic":"Service-Learning and Community Engagement","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan; McGill University","funders":"","keywords":"Scholarship; Conversation; Sociology; Discipline; Media studies; Community engagement; Library science; Public relations; Political science; Social science; Law","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":["metaresearch","metaepi_narrow","sts","scholarly_communication","research_integrity"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.8776132,0.0003030681,0.0004180601,0.0004973205,0.7489499,0.002573877,0.001712703,0.0002626705,0.0003846506],"category_scores_gemma":[0.7383139,0.0003042013,0.0001562552,0.0007946863,0.0005238625,0.001069505,0.0009025824,0.8263752,0.0001284705],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002314325,"about_ca_system_score_gemma":0.0002755994,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003436015,"about_ca_topic_score_gemma":0.0003442102,"domain_scores_codex":[0.2100829,0.7869262,0.0003747541,0.0002446121,0.001385691,0.0009858359],"domain_scores_gemma":[0.7450654,0.2528124,0.0001861238,0.0004387389,0.0004304525,0.001066913],"domain_codex":"methods","domain_gemma":null,"domain_candidate":"methods","domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00006145536,0.0001111797,0.001053169,0.00005330519,0.00007913759,0.00003600253,0.941354,0.0002016038,0.00168874,0.0002030478,0.001579119,0.0535792],"study_design_scores_gemma":[0.0004862419,0.0003475888,0.001074033,0.0001350446,0.00001507185,0.00001676885,0.6413499,0.0001329697,0.00002200096,0.0001195574,0.3560856,0.000215187],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9412028,0.001735166,0.0005160132,0.01281867,0.0002071531,0.0002620054,0.000001223139,0.000472953,0.04278397],"genre_scores_gemma":[0.9916927,0.001565138,0.002589549,0.001044232,0.0009809168,0.0000138903,0.00001041638,0.00007334874,0.002029846],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8261126,"threshold_uncertainty_score":0.999941,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2952043295723463,"score_gpt":0.428497485669078,"score_spread":0.1332931560967317,"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."}}