{"id":"W6987482389","doi":"","title":"Supporting staff to research in a post-1992 teaching-intensive university: an institutional ethnography.","year":2024,"lang":"en","type":"article","venue":"Sunderland Repository (University of Sunderland)","topic":"Contemporary Sociological Theory and Practice","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Work (physics); Explication; Ethnography; Key (lock); Institutional research; Institution","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":[],"category_scores_codex":[0.003651357,0.0001404766,0.0002621261,0.0005751946,0.002248053,0.0001188239,0.0005139537,0.000281307,0.0001316526],"category_scores_gemma":[0.0002444187,0.0001543071,0.0001623327,0.000909495,0.001085642,0.001203542,0.0001674396,0.0009508606,0.00002226351],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000301179,"about_ca_system_score_gemma":0.0009015842,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0260603,"about_ca_topic_score_gemma":0.01206004,"domain_scores_codex":[0.996008,0.002219792,0.0001893254,0.0005254286,0.0005541387,0.0005032544],"domain_scores_gemma":[0.9978276,0.001188615,0.000083419,0.000227944,0.0003436119,0.0003287389],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.002354074,0.0006857584,0.03618693,0.0002220901,0.000387422,0.008836322,0.3765111,0.0001502613,0.002382184,0.5536128,0.003042419,0.01562863],"study_design_scores_gemma":[0.0006351802,0.0007626841,0.006192606,0.0002540468,0.00004772141,0.00003638391,0.7664304,0.0002145582,0.0000123482,0.01356154,0.211458,0.0003945452],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8833643,0.00025048,0.0006612392,0.005811701,0.0004049447,0.0003604597,0.00002582252,0.0001400441,0.108981],"genre_scores_gemma":[0.9928322,0.00008016088,0.0002859266,0.00007920613,0.0001374531,2.457743e-7,0.00002660594,0.000008341809,0.006549829],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5400513,"threshold_uncertainty_score":0.9990509,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.102983474363456,"score_gpt":0.3889340413588433,"score_spread":0.2859505669953873,"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."}}