{"id":"W3211863712","doi":"10.54590/pop.2021.002","title":"Enabling Public Scholars through Faculty Development","year":2021,"lang":"en","type":"article","venue":"Pop! Public Open Participatory","topic":"Higher Education Practises and Engagement","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Scholarship; Public relations; Sociology; General partnership; Faculty development; Engaged scholarship; Dialogical self; Political science; Work (physics); Community engagement; Pedagogy; Medical education; Professional development; Psychology; Engineering; Medicine","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":["sts","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.003545118,0.0001648574,0.0002263546,0.000067793,0.002220119,0.002868744,0.0008755171,0.0001116059,0.01134306],"category_scores_gemma":[0.001803352,0.0001723752,0.00006320474,0.0008743218,0.000147047,0.003988905,0.0005445044,0.0003382366,0.001099305],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004460928,"about_ca_system_score_gemma":0.004679495,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007852481,"about_ca_topic_score_gemma":0.002116194,"domain_scores_codex":[0.9965135,0.0008880359,0.0004533995,0.0005109877,0.0007424692,0.0008915854],"domain_scores_gemma":[0.9982305,0.0001297543,0.0001673753,0.0004389267,0.0005197927,0.0005136224],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001005416,0.001798288,0.09352229,0.00003846806,0.0003950748,0.00004781497,0.09865407,0.00001089046,0.0002123313,0.5995308,0.1223139,0.08346605],"study_design_scores_gemma":[0.0002723385,0.000006588002,0.01205564,0.00001189187,0.00001380144,0.000001040192,0.02226479,0.000002500606,0.0003566753,0.0006304929,0.9641402,0.0002440623],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5212289,0.0009003017,0.0004456976,0.08873823,0.002381698,0.0007446028,0.00001370178,0.0002665592,0.3852803],"genre_scores_gemma":[0.9717187,0.0001152401,0.004169719,0.003167573,0.0002472305,0.0003511695,0.00007359041,0.00002533781,0.02013141],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8418263,"threshold_uncertainty_score":0.9996784,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5410684821352145,"score_gpt":0.4933148233539841,"score_spread":0.04775365878123045,"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."}}