{"id":"W2519582390","doi":"10.1002/9781118998205.ch13","title":"AN EXAMPLE OF DATA MINING","year":2016,"lang":"en","type":"other","venue":"","topic":"Educational Assessment and Pedagogy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Pharmacy; Bachelor; Medical education; Pharmacy practice; Clinical pharmacy; Medicine; Duration (music); Psychology; Family medicine; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000254042,0.00003949045,0.0000727701,0.00004548123,0.0000306738,0.000009941661,0.000488677,0.00007184792,0.09829885],"category_scores_gemma":[0.000006396777,0.00002922478,0.000008206634,0.0000293255,0.00007633629,0.00008422387,0.00002996,0.00001544731,0.0001062143],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006984423,"about_ca_system_score_gemma":0.0003623431,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.06520727,"about_ca_topic_score_gemma":0.07229067,"domain_scores_codex":[0.9995185,0.00005155123,0.00005829297,0.0001406744,0.0001525612,0.0000784665],"domain_scores_gemma":[0.9994819,0.00008030091,0.00007095798,0.000315861,0.00001462417,0.00003639905],"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":[2.623076e-7,0.00001735806,0.001768839,0.000003544908,0.000007926312,5.079444e-8,0.000838694,7.101754e-10,0.000003986506,0.04954752,0.9359436,0.01186823],"study_design_scores_gemma":[0.00002115713,0.000004082527,0.0001062489,0.00001566789,0.000004366195,1.393601e-8,0.001976827,2.524502e-7,5.324112e-7,0.0002533872,0.9975699,0.00004758973],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00003463436,0.0000578521,0.0001645928,0.0003116314,0.0002413553,0.00004854123,0.00004443044,0.00003439936,0.9990625],"genre_scores_gemma":[0.0007738127,0.00008504027,0.005113904,0.00003856258,0.001182102,0.000001410437,0.0001331746,0.00003356852,0.9926384],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.09819263,"threshold_uncertainty_score":0.9446376,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3406725078765361,"score_gpt":0.5204058173346714,"score_spread":0.1797333094581353,"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."}}