{"id":"W4390450633","doi":"10.18280/ts.400636","title":"Massage Acupoint Positioning Method of Human Body Images Based on Transfer Learning","year":2023,"lang":"en","type":"article","venue":"Traitement du signal","topic":"Traditional Chinese Medicine Studies","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"People's Government of Jilin Province","keywords":"Massage; Transfer of learning; Computer science; Artificial intelligence; Computer vision; Transfer (computing); Medicine; Alternative medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007271353,0.0002090992,0.0004146765,0.0003517809,0.0001924754,0.000009590711,0.00007001148,0.00004097748,0.001080047],"category_scores_gemma":[0.00005965688,0.0001671067,0.0001794567,0.0003573839,0.00008863425,0.00005139659,0.00001364506,0.0002982398,0.00003584341],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005602903,"about_ca_system_score_gemma":0.00003972295,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001719301,"about_ca_topic_score_gemma":0.000001455882,"domain_scores_codex":[0.9982517,0.000132799,0.000394153,0.0002776296,0.0006830515,0.0002606549],"domain_scores_gemma":[0.9992938,0.0003353662,0.00005048799,0.0001221343,0.00009978229,0.00009844077],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0005731584,0.0005956202,0.01474882,0.0006118206,0.0004115697,0.0003075188,0.001424785,0.007115631,0.96354,0.003160725,0.004478264,0.003032106],"study_design_scores_gemma":[0.009757899,0.006024997,0.8320658,0.001375424,0.0006601772,0.00004302253,0.0009867596,0.01754967,0.129465,0.0006899916,0.0009336193,0.0004475948],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9142896,0.00006343938,0.05600718,0.007602814,0.000136014,0.0008803125,0.0000858051,0.0005245933,0.02041026],"genre_scores_gemma":[0.9967655,0.000005599167,0.001766332,0.0004325425,0.0002847304,0.00005721453,0.0002903628,0.00003502462,0.0003627187],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.834075,"threshold_uncertainty_score":0.9998331,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02730898567151888,"score_gpt":0.3225959576350115,"score_spread":0.2952869719634926,"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."}}