{"id":"W3210921698","doi":"10.1007/s42979-021-00932-x","title":"A Systematic Survey on Human Behavior Recognition Methods","year":2021,"lang":"en","type":"article","venue":"SN Computer Science","topic":"Video Surveillance and Tracking Methods","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"Abbotsford Veterinary Clinic","funders":"Natural Science Foundation of Shandong Province","keywords":"Computer science; Reinforcement learning; Artificial intelligence; Deep learning; Human–computer interaction; Human behavior; Variety (cybernetics); RGB color model; Machine learning","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":[0.006445357,0.001734722,0.002361324,0.008487895,0.0006326151,0.002328849,0.002188708,0.001324596,0.003522644],"category_scores_gemma":[0.02168245,0.0007731347,0.001657779,0.006009862,0.0007422097,0.003897228,0.001106904,0.001102487,0.002300994],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006883699,"about_ca_system_score_gemma":0.002564147,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004187261,"about_ca_topic_score_gemma":0.005241347,"domain_scores_codex":[0.9934469,0.001734451,0.0009495654,0.001734342,0.001957532,0.0001772034],"domain_scores_gemma":[0.9751537,0.01750688,0.001098493,0.001713565,0.004327127,0.0002001797],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001022387,0.0001115624,0.005510605,0.007263865,0.0002040909,0.00002958797,0.00008850025,0.0008468209,0.001534499,0.001782754,0.007987566,0.9745378],"study_design_scores_gemma":[0.0001634142,0.002404654,0.0908734,0.03082244,0.003878536,0.004653622,0.002364602,0.1023195,0.04234147,0.02878098,0.690717,0.000680331],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01605731,0.6951311,0.2709536,0.001634301,0.00124964,0.0006659795,0.002334792,0.001377687,0.01059554],"genre_scores_gemma":[0.1051641,0.6266287,0.243691,0.002123814,0.001930101,0.001104167,0.008051144,0.0004871082,0.01081996],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.008487895,"threshold_uncertainty_score":0.03408676,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1587171819403533,"score_gpt":0.4266109894935579,"score_spread":0.2678938075532046,"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."}}