{"id":"W7037410935","doi":"","title":"Drupal 7 Higher Education Case Study","year":2012,"lang":"en","type":"other","venue":"Bulletin of Miscellaneous Information (Royal Gardens Kew)","topic":"Educational Methods and Psychological Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Higher education; Process (computing); Work (physics); Qualitative research; Key (lock)","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006500241,0.0002199019,0.0003005677,0.00005754887,0.0002530453,0.0000502807,0.0002297806,0.000303065,0.6466399],"category_scores_gemma":[0.0001368122,0.0001975521,0.000101183,0.0000140084,0.0002118158,2.357544e-7,0.00004734352,0.0002036195,0.00596078],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006290976,"about_ca_system_score_gemma":0.00007320149,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07070164,"about_ca_topic_score_gemma":0.006187286,"domain_scores_codex":[0.9983522,0.000364166,0.0004102316,0.0001690995,0.0004193231,0.0002849521],"domain_scores_gemma":[0.9988893,0.0002321681,0.0003174199,0.0002256876,0.0001727349,0.0001626958],"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":[0.0000110739,0.000394188,0.000126247,0.00005865568,0.00005445027,0.00001429914,0.002502949,6.866316e-7,6.363022e-9,0.0007166432,0.9883153,0.007805473],"study_design_scores_gemma":[0.0001532503,0.00007683162,0.0001677275,0.00004889,0.00006309636,0.000031829,0.009269979,1.775731e-8,4.768601e-8,0.00005518719,0.9899105,0.000222579],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003178828,0.001053288,7.725216e-8,0.0006041824,0.002098753,0.0006737022,0.00002687614,0.0001129993,0.9951122],"genre_scores_gemma":[0.004934466,0.0001997256,0.001395058,0.0003430998,0.001348772,0.00006306166,0.00002090996,0.00005035958,0.9916446],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6406791,"threshold_uncertainty_score":0.9948132,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03147522351410709,"score_gpt":0.3129292102922447,"score_spread":0.2814539867781376,"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."}}