{"id":"W4387532449","doi":"10.1515/9783111078038-009","title":"Higher Education Institutional Histories: Observations, Discussion, and Definitional Glossary of the Publication Genre in Canada and the United States","year":2023,"lang":"en","type":"book-chapter","venue":"","topic":"Academic Freedom and Politics","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Typology; Glossary; Reputation; Framing (construction); Publishing; Phenomenon; Higher education; Social science; Library science; History; Political science; Sociology; Media studies; Law; Epistemology; Anthropology; Linguistics; Archaeology","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":[],"consensus_categories":[],"category_scores_codex":[0.0002923719,0.00009182016,0.0001119425,0.00007187603,0.0005288782,0.00001798048,0.0001648027,0.0001380155,0.0001248627],"category_scores_gemma":[0.000190834,0.00004756132,0.00002026265,0.0001397232,0.0009783224,0.0001019924,0.00007995609,0.0002069495,8.41299e-7],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005001239,"about_ca_system_score_gemma":0.005915941,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8767611,"about_ca_topic_score_gemma":0.8231438,"domain_scores_codex":[0.9990845,0.00006609213,0.0002673713,0.0001227301,0.0003576069,0.0001016786],"domain_scores_gemma":[0.9990953,0.000356074,0.0001649839,0.0001091783,0.0002257461,0.00004871612],"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":[0.00000351648,0.000002832153,0.003443613,0.00001397003,0.000008183775,5.926329e-8,0.00126211,0.000004870773,6.195798e-8,0.9533864,0.04174197,0.0001324752],"study_design_scores_gemma":[0.0001155733,0.000001179809,0.01968964,0.00004728974,0.0000153909,4.262931e-7,0.0008626898,0.00001530871,8.279778e-8,0.2769183,0.7022671,0.00006705392],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005621744,0.001440663,0.00001026224,0.2573432,0.002824688,0.0009230973,0.000823536,0.00004240538,0.7309704],"genre_scores_gemma":[0.04122453,0.002020932,0.00006422777,0.003914562,0.0003587507,0.00004135161,0.001010335,0.00001380308,0.9513515],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6764681,"threshold_uncertainty_score":0.9997196,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05061218806493635,"score_gpt":0.2572998783976964,"score_spread":0.2066876903327601,"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."}}