{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003377267,0.0006782002,0.0003734893,0.001206201,0.001763811,0.005803781,0.001806192,0.001991039,0.4082903],"category_scores_gemma":[0.01225281,0.0001833363,0.0008251526,0.001009583,0.001374612,0.003802239,0.002101624,0.001968856,0.1270773],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003808487,"about_ca_system_score_gemma":0.004669728,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01254018,"about_ca_topic_score_gemma":0.01276663,"domain_scores_codex":[0.9975547,0.0003729041,0.00007547601,0.0005052179,0.001073638,0.0004180285],"domain_scores_gemma":[0.9957057,0.0008862455,0.0001805977,0.0004430118,0.002202276,0.0005822398],"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":[0.0003189585,0.00008106676,0.003003649,0.0007079327,0.00003210639,0.0002207893,0.001122624,0.0002952303,0.0006454166,0.1305124,0.7032531,0.1598067],"study_design_scores_gemma":[0.00002373065,0.00002072249,0.00269427,0.0005703085,0.00002048322,0.0001022393,0.002429474,0.0000669504,0.0005013995,0.01868637,0.9748747,0.000009251054],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003263315,0.002501526,0.002774149,0.04339347,0.005928573,0.0001525144,0.003087359,0.0003891951,0.9385099],"genre_scores_gemma":[0.06115563,0.003355291,0.002662663,0.04630328,0.001895542,0.0002258337,0.003931256,0.0005575314,0.879913],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4082903,"threshold_uncertainty_score":0.8440021,"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."}}