{"id":"W2979929383","doi":"10.3968/11223","title":"Institutional CA: Analysis of a Sample","year":2019,"lang":"en","type":"article","venue":"Studies in literature and language","topic":"Language, Discourse, Communication Strategies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Institutional analysis; Sample (material); Institutional research; Public relations; Content analysis; Political science; Institutional theory; Sociology; Higher education; Social science; Law","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":[],"consensus_categories":[],"category_scores_codex":[0.0001214519,0.00009158313,0.0002711882,0.0002421931,0.00007469943,0.00005953799,0.0001032166,0.00002652338,0.0006098664],"category_scores_gemma":[0.00005183549,0.00006515794,0.00006187396,0.0002112297,0.0003043229,0.0001767579,0.00007718756,0.0001075906,0.000004750681],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001349416,"about_ca_system_score_gemma":0.00001364439,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003394532,"about_ca_topic_score_gemma":0.003474184,"domain_scores_codex":[0.9994608,0.00004042957,0.0001733299,0.000128125,0.00009849694,0.00009880409],"domain_scores_gemma":[0.9994365,0.0001696772,0.00005768849,0.0002420079,0.00008045174,0.00001366881],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001306126,0.00003462905,0.004613707,0.00009577363,0.0006312022,0.000008415132,0.5189788,0.00002030846,0.00003646103,0.4748076,0.00036991,0.0003901388],"study_design_scores_gemma":[0.001403233,0.0001524188,0.01908107,0.0006781174,0.0008205058,0.000006544197,0.8420256,0.0002341067,0.00007908697,0.007506051,0.1273944,0.0006189396],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8812,0.04474875,0.000002456381,0.0001100294,0.0001620458,0.00009623095,0.0002969246,0.00001603246,0.07336758],"genre_scores_gemma":[0.9972583,0.0003630183,0.0001354724,0.0001538004,0.00007468474,0.000009886879,0.0001465073,0.00000377157,0.001854564],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4673016,"threshold_uncertainty_score":0.6677609,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03214514535390515,"score_gpt":0.3275845015422006,"score_spread":0.2954393561882955,"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."}}