{"id":"W106168766","doi":"","title":"Reflections on Uni 101","year":2010,"lang":"en","type":"article","venue":"Divergent/Convergent","topic":"Educational Leadership and Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Geology; Political 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":[0.0006100941,0.0001182612,0.00009488736,0.000103081,0.00101068,0.00008038238,0.0003134549,0.000118397,0.02080307],"category_scores_gemma":[0.0005042976,0.0001181267,0.0001003073,0.0003433571,0.0001835814,0.0002873368,0.0000307019,0.0003731797,0.003372337],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007607243,"about_ca_system_score_gemma":0.0003077681,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002438518,"about_ca_topic_score_gemma":0.006086994,"domain_scores_codex":[0.998547,0.000181034,0.0001657261,0.0002715716,0.0004894521,0.0003452046],"domain_scores_gemma":[0.9989806,0.0002470587,0.00009838983,0.0002485449,0.0001402277,0.0002851415],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005454796,0.0006517678,0.04527227,0.00001297354,0.0001038894,0.000007350594,0.03461407,0.000008249894,0.003749636,0.8411346,0.07160329,0.002787366],"study_design_scores_gemma":[0.0001088481,0.00003903774,0.01266192,0.00000451914,0.0000216826,7.365583e-7,0.008121915,0.000002142521,0.0007633495,0.002481816,0.9756299,0.0001641933],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4232245,0.00007553661,0.00002357347,0.03647047,0.01708024,0.0002828679,0.0000195555,0.0001778745,0.5226454],"genre_scores_gemma":[0.9724553,0.0001839751,0.0002273339,0.001577944,0.001086014,0.00002863731,0.0000182186,0.00001221204,0.02441033],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9040266,"threshold_uncertainty_score":0.9974037,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.13895725850879,"score_gpt":0.4352719277007701,"score_spread":0.2963146691919801,"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."}}