{"id":"W111131895","doi":"","title":"Uni 101 Education","year":2012,"lang":"en","type":"article","venue":"Divergent/Convergent","topic":"Education Methods and Integration","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004689102,0.0001812262,0.0001372381,0.000215583,0.0002140828,0.0001193675,0.0001971996,0.00006578056,0.01079837],"category_scores_gemma":[0.0001454572,0.0001660521,0.0001110077,0.0004040802,0.00002738601,0.001617978,0.00009467077,0.0001020548,0.004874428],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008247195,"about_ca_system_score_gemma":0.00006325113,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006317165,"about_ca_topic_score_gemma":0.00001562663,"domain_scores_codex":[0.9988592,0.00002430764,0.0002854219,0.0002146317,0.0002627924,0.0003537032],"domain_scores_gemma":[0.9992107,0.00001670398,0.0001935831,0.0002764296,0.0002522173,0.00005035906],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001527395,0.0007235871,0.5761365,0.00009601375,0.00003869203,2.187555e-7,0.0003424803,0.000003565701,0.002065985,0.1747917,0.2176077,0.02817828],"study_design_scores_gemma":[0.0001455248,0.000005622748,0.1315043,0.00001774518,0.00005591707,8.407575e-7,0.001057258,0.0001573998,0.001019688,0.001603985,0.8641769,0.0002548594],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8772854,0.00110653,0.00318768,0.002432201,0.0250825,0.0005100942,0.000004362993,0.0002351629,0.09015612],"genre_scores_gemma":[0.9822628,0.00007240477,0.001592433,0.004461003,0.004527425,0.00007105207,0.0001773979,0.00003023037,0.006805188],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6465691,"threshold_uncertainty_score":0.9959004,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03806303503685796,"score_gpt":0.2934831750767743,"score_spread":0.2554201400399163,"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."}}