{"id":"W2305968003","doi":"","title":"What I've Learned in University 101","year":2012,"lang":"en","type":"article","venue":"Divergent/Convergent","topic":"Online and Blended Learning","field":"Social Sciences","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":[0.0008065454,0.0001366939,0.0001733583,0.0001527478,0.0003855831,0.00005451003,0.0003015699,0.0001259509,0.005718969],"category_scores_gemma":[0.0001000758,0.0001513606,0.000119578,0.0005091107,0.0001105199,0.001344441,0.0001485529,0.0002346998,0.001200225],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002960704,"about_ca_system_score_gemma":0.0002031931,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001302361,"about_ca_topic_score_gemma":0.001413673,"domain_scores_codex":[0.998093,0.0003673644,0.0001696177,0.0002471032,0.0004116643,0.0007112221],"domain_scores_gemma":[0.999281,0.00005904241,0.00008427079,0.0001754767,0.00006176109,0.0003384875],"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":[0.00006943766,0.0005204243,0.9012199,0.00002135459,0.00006525474,0.00004765964,0.03320775,0.00004428144,0.0002304835,0.0174435,0.0059666,0.04116338],"study_design_scores_gemma":[0.0004191114,0.00002317656,0.03575619,0.0000241623,0.00002092736,4.2288e-7,0.05022028,0.00002586362,0.0001618596,0.0001156118,0.9129989,0.0002334911],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9785912,0.0009342495,0.00003533064,0.00256304,0.004318829,0.0002201173,0.000004760831,0.0001072379,0.01322522],"genre_scores_gemma":[0.977807,0.003526809,0.0001855172,0.0001395382,0.0003985653,0.000001634243,0.00001566796,0.00001208424,0.01791313],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9070323,"threshold_uncertainty_score":0.9995775,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03963600390421947,"score_gpt":0.3037799619092905,"score_spread":0.264143958005071,"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."}}