{"id":"W4241463658","doi":"10.1007/978-981-32-9945-0_7","title":"Conclusion","year":2019,"lang":"en","type":"book-chapter","venue":"Cognitive intelligence and robotics","topic":"Hand Gesture Recognition Systems","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Biometrics; Computer science; Artificial intelligence; Pattern recognition (psychology)","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":[0.000204236,0.000380069,0.0004642952,0.0001894155,0.0001332426,0.0001701987,0.0004512182,0.0004203824,0.00007941965],"category_scores_gemma":[0.00005935199,0.0003334574,0.0001242302,0.0000580124,0.0001619054,0.0002042274,0.0005502515,0.00045232,0.002549808],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003284702,"about_ca_system_score_gemma":0.000168115,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000215674,"about_ca_topic_score_gemma":0.000004652897,"domain_scores_codex":[0.998276,0.00003107954,0.0004061577,0.0006686682,0.0003609469,0.0002571716],"domain_scores_gemma":[0.9982359,0.0004810158,0.0002472702,0.0003472916,0.0005378478,0.0001506377],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000007998856,0.00001968515,0.0000244359,0.0001405904,0.000108101,0.00009858754,0.000518407,0.00007408569,0.000008059087,0.6285693,0.0004969281,0.3699338],"study_design_scores_gemma":[0.001148758,0.002100715,0.0001396381,0.01677696,0.0006756323,0.001445454,0.0006919022,0.03064467,0.003310042,0.497188,0.4393662,0.006512037],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.000001763102,0.001834678,0.6027528,0.0001896786,0.0008095601,0.0003532448,0.00001820665,0.0000785888,0.3939615],"genre_scores_gemma":[0.04667315,0.006946585,0.007419523,0.001808019,0.0006902178,0.00001196713,0.00008748979,0.0001009843,0.9362621],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.5953333,"threshold_uncertainty_score":0.9999117,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04339881004719913,"score_gpt":0.2678854211388274,"score_spread":0.2244866110916282,"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."}}