{"id":"W1548510523","doi":"10.21225/d52013","title":"CAUCE Institutional Members' Survey: A Snapshot","year":2009,"lang":"en","type":"article","venue":"Canadian Journal of University Continuing Education","topic":"Higher Education Governance and Development","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Laurentian University","funders":"","keywords":"Snapshot (computer storage); Continuing education; Descriptive statistics; Survey research; Institutional research; Public relations; Executive summary; Executive director; Higher education; Political science; Management; Sociology; Public administration; Psychology; Medical education; Business; Law; Medicine; Socioeconomics; Economics; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002809299,0.000267235,0.0003513322,0.004122445,0.001982859,0.002104357,0.0009189541,0.0006903023,0.005077189],"category_scores_gemma":[0.004691046,0.0003183192,0.0002018277,0.009415707,0.0003641423,0.0008941734,0.001301925,0.0005955546,0.00247434],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009229463,"about_ca_system_score_gemma":0.02250466,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.8006871,"about_ca_topic_score_gemma":0.8717839,"domain_scores_codex":[0.996281,0.0004381303,0.0002489034,0.000229336,0.001970459,0.0008322463],"domain_scores_gemma":[0.9912646,0.0005235948,0.0007171579,0.0002758848,0.005619064,0.001599733],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000253945,0.0004006127,0.6168866,0.0008827086,0.00004852588,0.0009745224,0.02943469,0.0002811452,0.003790613,0.001583589,0.1754153,0.1700478],"study_design_scores_gemma":[0.00001007524,0.0001047985,0.8310691,0.0001362613,0.000009988375,0.0001823607,0.02717774,0.0002232313,0.0005704803,0.0000509301,0.1404072,0.00005781514],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.761335,0.002496241,0.0019344,0.008322169,0.0001933822,0.002580945,0.1648592,0.0003358369,0.05794273],"genre_scores_gemma":[0.8503007,0.004917573,0.007459069,0.004426181,0.0001832352,0.001923739,0.05913567,0.0001151201,0.0715386],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8006871,"threshold_uncertainty_score":0.4009733,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01318704452851846,"score_gpt":0.2553753845948564,"score_spread":0.242188340066338,"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."}}