{"id":"W1991857759","doi":"10.4018/jkm.2011100104","title":"How Should Students Prepare for Exams","year":2011,"lang":"en","type":"article","venue":"International Journal of Knowledge Management","topic":"Knowledge Management and Sharing","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Conestoga College","funders":"","keywords":"Best practice; Perspective (graphical); Knowledge management; Key (lock); Order (exchange); Psychology; Computer science; Subject-matter expert; Medical education; Process management; Engineering; Business; Medicine; Management; Expert system; Artificial intelligence","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":[],"consensus_categories":[],"category_scores_codex":[0.001335438,0.0001272331,0.0001737558,0.0003824212,0.0001670197,0.0003139007,0.001698441,0.00004821889,0.0001565058],"category_scores_gemma":[0.0001332226,0.000117276,0.0002103813,0.0001423271,0.0000766704,0.0004933408,0.0003420322,0.00008268358,0.00002669931],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000188405,"about_ca_system_score_gemma":0.00003711119,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001087124,"about_ca_topic_score_gemma":0.0002383522,"domain_scores_codex":[0.9983538,0.00007474995,0.0003529978,0.0001748836,0.0007931226,0.0002504295],"domain_scores_gemma":[0.9986892,0.00005887124,0.0003010851,0.0001274348,0.0007084927,0.0001149016],"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":[0.0004190984,0.001641004,0.04702026,0.0001197646,0.00319473,0.0001944993,0.05270033,0.000004344542,0.00001520833,0.4646474,0.07580718,0.3542362],"study_design_scores_gemma":[0.001316936,0.0001037624,0.006068617,0.0001178976,0.0001551587,0.000002128672,0.01170548,0.00003183019,0.0001130384,0.005753594,0.9744433,0.0001882945],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01964603,0.0006297051,0.01898089,0.001122172,0.00760443,0.0007535364,0.00000448187,0.00005904359,0.9511997],"genre_scores_gemma":[0.9435197,0.0002578777,0.00206362,0.00007730134,0.001186823,0.00002938181,0.000002464699,0.00001679114,0.05284611],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9238736,"threshold_uncertainty_score":0.4782375,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1437668927813518,"score_gpt":0.3934146399239157,"score_spread":0.2496477471425639,"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."}}