{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0110134,0.001060859,0.001008387,0.006972054,0.002020767,0.005795637,0.002678187,0.002188445,0.005002316],"category_scores_gemma":[0.02607939,0.000552475,0.001991091,0.01161217,0.001359057,0.00443637,0.002633501,0.002404402,0.002509943],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001474599,"about_ca_system_score_gemma":0.002640132,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005313861,"about_ca_topic_score_gemma":0.006394992,"domain_scores_codex":[0.9895978,0.00360502,0.001701677,0.001621278,0.003234525,0.0002396806],"domain_scores_gemma":[0.9745483,0.01732954,0.0009069159,0.004011165,0.002798843,0.0004052346],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003284813,0.000453311,0.01545466,0.002199458,0.0004869559,0.002086641,0.001669052,0.01463857,0.003181138,0.1388285,0.1146942,0.7059791],"study_design_scores_gemma":[0.0001004636,0.0001812809,0.008730059,0.00118718,0.0001460692,0.002668208,0.002371816,0.1407563,0.009530375,0.310557,0.5236238,0.0001474444],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.01212045,0.004954081,0.9062066,0.02171546,0.0008587989,0.00120428,0.01529946,0.008522766,0.02911803],"genre_scores_gemma":[0.06151885,0.002450839,0.918919,0.00196957,0.0002541995,0.0006283508,0.008659894,0.0003254077,0.005273833],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.0110134,"threshold_uncertainty_score":0.05824512,"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."}}