{"id":"W58495732","doi":"10.1017/cbo9780511921803.010","title":"Conclusion","year":2011,"lang":"en","type":"book-chapter","venue":"Cambridge University Press eBooks","topic":"Machine Learning and Data Classification","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Computer 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003450556,0.0008721997,0.0005345884,0.001674103,0.002757515,0.006695958,0.002423884,0.003283609,0.156003],"category_scores_gemma":[0.01370112,0.0002317721,0.000859823,0.001303665,0.001396196,0.005401436,0.003406489,0.003582408,0.08106648],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003664415,"about_ca_system_score_gemma":0.002690277,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004589426,"about_ca_topic_score_gemma":0.004505548,"domain_scores_codex":[0.9973658,0.000545142,0.0001313053,0.0006041404,0.0009702242,0.000383488],"domain_scores_gemma":[0.9938973,0.001249581,0.0002391299,0.0007781441,0.003176012,0.0006599255],"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":[0.0001318183,0.00006979403,0.001791372,0.0004764981,0.00002524619,0.0002688259,0.00128186,0.0007953899,0.000580631,0.2631741,0.5691445,0.16226],"study_design_scores_gemma":[0.000008517311,0.00001631471,0.0007438154,0.0004073468,0.00000886802,0.0001221988,0.0007673549,0.0002634811,0.0005854107,0.0487795,0.9482843,0.00001300533],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.006168564,0.01280866,0.04908092,0.1799928,0.02880193,0.000317542,0.00423652,0.001543797,0.7170492],"genre_scores_gemma":[0.1128212,0.0149384,0.03025035,0.1010077,0.009038657,0.000490149,0.005704264,0.001872173,0.7238771],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.156003,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03045074576391204,"score_gpt":0.2034176655597772,"score_spread":0.1729669197958652,"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."}}