{"id":"W4293535917","doi":"10.1186/s12885-022-10021-8","title":"Clinical application of low-level laser therapy (Photo-biomodulation therapy) in the management of breast cancer-related lymphedema: a systematic review","year":2022,"lang":"en","type":"review","venue":"BMC Cancer","topic":"Lymphatic System and Diseases","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Simon Fraser University","keywords":"Medicine; Lymphedema; Breast cancer; Low level laser therapy; Physical therapy; Clinical trial; Randomized controlled trial; Quality of life (healthcare); Cochrane Library; MEDLINE; Surgical oncology; Placebo; Cancer; Internal medicine; Laser therapy; Alternative medicine; Pathology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001712241,0.0003706566,0.003079472,0.0001444478,0.00003751185,0.000007604129,0.0004072317,0.0001641818,0.0006081237],"category_scores_gemma":[0.00002633191,0.0002099119,0.0009037392,0.001004493,0.00005799045,0.00003906871,0.00004629205,0.00004630352,0.000008729555],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004570811,"about_ca_system_score_gemma":0.0008459975,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004563529,"about_ca_topic_score_gemma":0.00002954985,"domain_scores_codex":[0.995035,0.0009868646,0.00257486,0.0004629309,0.0007490247,0.0001913167],"domain_scores_gemma":[0.9963214,0.00040804,0.002016438,0.001068032,0.000120786,0.00006526262],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00005971429,0.0005457755,0.0008060316,0.7873452,0.0009567718,0.000003999743,0.00006331185,0.000002475814,1.720761e-7,0.0000410809,0.0001684565,0.210007],"study_design_scores_gemma":[0.003526086,0.0001079352,0.007536104,0.9441481,0.007456997,0.00006054155,0.000118126,0.00008637745,7.112766e-7,0.00001710934,0.03659497,0.0003469455],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002474661,0.9861814,0.00002774052,0.00005449364,0.0002057373,0.01273265,0.0002646108,0.00002544049,0.0002604112],"genre_scores_gemma":[0.0016284,0.9858682,0.00003328756,0.0003033095,0.00009031558,0.01171053,0.0001689685,0.00005157145,0.0001454499],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.20966,"threshold_uncertainty_score":0.8559958,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1167794959423958,"score_gpt":0.423130285232694,"score_spread":0.3063507892902982,"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."}}