{"id":"W1488125285","doi":"10.1017/cbo9780511921803.013","title":"Two Case Studies","year":2011,"lang":"en","type":"other","venue":"","topic":"Machine Learning and Data Classification","field":"Computer Science","cited_by":0,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.009306855,0.0008970786,0.0005635673,0.002943251,0.006733978,0.004572362,0.002252119,0.006009572,0.02672236],"category_scores_gemma":[0.0270135,0.000403515,0.0009483114,0.00464347,0.002511257,0.00338951,0.004242493,0.003524468,0.003854833],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005284103,"about_ca_system_score_gemma":0.002673813,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008946407,"about_ca_topic_score_gemma":0.01961174,"domain_scores_codex":[0.9910414,0.005411196,0.0004930557,0.0004480074,0.001542329,0.001064112],"domain_scores_gemma":[0.9877552,0.007896534,0.000624214,0.0009160554,0.001666347,0.001141584],"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":[0.0009610146,0.002021957,0.01661837,0.002349393,0.00009999496,0.1570441,0.05393675,0.004313502,0.001699433,0.2925873,0.267349,0.2010192],"study_design_scores_gemma":[0.0001022874,0.0002126762,0.003642377,0.001777913,0.00004106858,0.03724366,0.0463159,0.0009250415,0.001384024,0.02764049,0.8806516,0.0000630594],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.2236099,0.01695197,0.04802909,0.05474585,0.002829782,0.005837887,0.003496231,0.0002638872,0.6442354],"genre_scores_gemma":[0.6343367,0.01777207,0.05952161,0.0158962,0.0006506964,0.004890212,0.003023546,0.0003001686,0.2636088],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9732776,"threshold_uncertainty_score":0.08939517,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06316710887995561,"score_gpt":0.3412493820496664,"score_spread":0.2780822731697108,"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."}}