{"id":"W7096607481","doi":"","title":"Analysis; Universities","year":2016,"lang":"en","type":"article","venue":"","topic":"Higher Education Research Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Higher education; Quality (philosophy); Democracy; Training (meteorology); Quality assurance; Lifelong learning; Educational assessment","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001975446,0.0005471691,0.0005880817,0.004548369,0.004477595,0.01747768,0.001782105,0.001674891,0.4046163],"category_scores_gemma":[0.008541701,0.0002921857,0.0004999121,0.01200528,0.001475273,0.006814151,0.005932191,0.002094217,0.2390221],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007823317,"about_ca_system_score_gemma":0.009096111,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01722526,"about_ca_topic_score_gemma":0.01180106,"domain_scores_codex":[0.9957907,0.0008793508,0.00021401,0.0006486138,0.001643357,0.0008239411],"domain_scores_gemma":[0.9964733,0.000426382,0.0003082933,0.0008369658,0.001402234,0.0005529432],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005522915,0.00004387445,0.001806745,0.000292033,0.000009428853,0.00008851598,0.001288048,0.0001644698,0.0001051563,0.2677263,0.573244,0.1551762],"study_design_scores_gemma":[0.000003216969,0.000003560622,0.0008308906,0.00005117557,0.000001839083,0.00002695819,0.0006093738,0.00003822393,0.00003074785,0.005299676,0.9931002,0.000004339142],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001604967,0.0007095431,0.001204497,0.002748258,0.0006285572,0.0001111246,0.005862555,0.0003944364,0.986736],"genre_scores_gemma":[0.04411981,0.001571952,0.002272455,0.001441411,0.0003887986,0.0002708749,0.007294165,0.0007735525,0.9418669],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5953837,"threshold_uncertainty_score":0.8492426,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02902241540100462,"score_gpt":0.4093079753744184,"score_spread":0.3802855599734137,"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."}}