{"id":"W7162653922","doi":"10.56159/9789813253636-8","title":"Conclusions","year":2011,"lang":"en","type":"book-chapter","venue":"National University of Singapore Press eBooks","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002249677,0.0003202331,0.0004212848,0.0003812937,0.0002864182,0.000009999703,0.0005932879,0.0005020313,0.001361502],"category_scores_gemma":[0.00003209816,0.0004239041,0.0002818777,0.000008250471,0.0007727793,0.00009754565,0.0005178237,0.0004690375,0.0003494997],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003225964,"about_ca_system_score_gemma":0.0004958366,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003518117,"about_ca_topic_score_gemma":0.00008051508,"domain_scores_codex":[0.9980829,0.00002749722,0.0002417322,0.0004226753,0.00103622,0.0001890113],"domain_scores_gemma":[0.9974186,0.0001208306,0.0006579903,0.0002899916,0.001373274,0.000139247],"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":[0.0001310832,0.00002890956,0.0000024481,0.00003866003,0.0002585634,0.00004961871,0.0006783718,0.000006788768,0.0002779311,0.9772443,0.02011395,0.001169338],"study_design_scores_gemma":[0.0006181635,0.00004226088,0.00002335283,0.0002421058,0.000215902,0.00001361197,0.00002063036,0.00002348633,0.0002369064,0.06627725,0.9318865,0.0003998313],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0000319219,0.0001157377,0.00009711643,0.00001339812,0.00009747092,0.0002922265,0.001692489,0.0001432597,0.9975164],"genre_scores_gemma":[0.01357419,0.00002108594,0.001027294,0.0000307147,0.00008545121,1.509187e-7,0.0002733429,0.00009390981,0.9848939],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9117725,"threshold_uncertainty_score":0.9998213,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08349571490056815,"score_gpt":0.231865022501256,"score_spread":0.1483693076006878,"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."}}