{"id":"W4402308529","doi":"10.18280/ts.410433","title":"Depression Micro-Expression Recognition Technology Based on Multimodal Knowledge Graphs","year":2024,"lang":"en","type":"article","venue":"Traitement du signal","topic":"Advanced Computing and Algorithms","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Expression (computer science); Computer science; Artificial intelligence; Programming language","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000173801,0.0005185918,0.0002630487,0.0008105422,0.0001458189,0.0003826584,0.0005572007,0.0002648477,0.001460616],"category_scores_gemma":[0.0008476785,0.0001333798,0.0004117192,0.0005226862,0.0001791157,0.0007255715,0.0005304878,0.0004125396,0.0004925139],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005239412,"about_ca_system_score_gemma":0.0002029914,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005574948,"about_ca_topic_score_gemma":0.006517977,"domain_scores_codex":[0.9998019,0.00002918715,0.000008816326,0.00008785535,0.00004737769,0.0000248453],"domain_scores_gemma":[0.9998325,0.00004856639,0.00003537083,0.0000237094,0.00004760851,0.00001217544],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003008024,0.000209173,0.008603892,0.0001340424,0.00009423007,0.0003833414,0.000332019,0.09040996,0.06906433,0.003566971,0.006055973,0.8208452],"study_design_scores_gemma":[0.000007994658,0.0001012582,0.01224213,0.00001510997,0.00005316297,0.000161054,0.0001559712,0.9539113,0.02503596,0.005371536,0.0029159,0.0000286131],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1984887,0.0004263682,0.7864348,0.0003452312,0.00008342726,0.0002176881,0.002153003,0.005612064,0.006238793],"genre_scores_gemma":[0.8955513,0.0003814759,0.09734197,0.0001732745,0.00002826123,0.0001969195,0.002020988,0.00008663274,0.004219186],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005574948,"threshold_uncertainty_score":0.01108497,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02019936581452459,"score_gpt":0.3068712067542253,"score_spread":0.2866718409397007,"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."}}