{"id":"W4245124041","doi":"10.1007/1-4020-2116-x_12","title":"Mining methods and method selection","year":2005,"lang":"en","type":"book-chapter","venue":"Kluwer Academic Publishers eBooks","topic":"Data Mining Algorithms and Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Golder Associates (Canada)","funders":"","keywords":"Selection (genetic algorithm); Computer science; Data mining; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001919135,0.0004993932,0.0005150988,0.000458693,0.0002631955,0.000936507,0.001642838,0.001019947,0.00006395471],"category_scores_gemma":[0.00009437574,0.0005110535,0.0001266318,0.00008989492,0.0001273188,0.001479444,0.0008292253,0.001778294,0.00002888255],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001412365,"about_ca_system_score_gemma":0.0002234175,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001793104,"about_ca_topic_score_gemma":0.000003336096,"domain_scores_codex":[0.9971054,0.00009884356,0.0006223369,0.001267694,0.0004155959,0.0004901699],"domain_scores_gemma":[0.9979687,0.0003718807,0.0004309836,0.0007722841,0.0001469075,0.0003092667],"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":[0.000001145628,0.000002196065,0.00000183602,0.00001040171,0.00005278581,0.000001293405,0.0003326582,0.000001559458,0.0001094893,0.1626566,0.05019683,0.7866332],"study_design_scores_gemma":[0.0001805459,0.00002918777,0.00001030903,0.00007814046,0.00006441643,0.0001248419,0.000016995,0.01926963,0.0002010954,0.03025806,0.9492189,0.0005478411],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.000001728948,0.0004203181,0.5125508,0.0007519546,0.0002645891,0.0002018922,0.00001029814,0.0003225679,0.4854759],"genre_scores_gemma":[0.000005722359,0.00002462502,0.6141976,0.0007466018,0.0004557428,0.00004805487,0.00002026352,0.00005087591,0.3844505],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.8990221,"threshold_uncertainty_score":0.9997341,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03485943803228135,"score_gpt":0.3421277976354818,"score_spread":0.3072683596032005,"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."}}