{"id":"W1978551055","doi":"10.1016/j.det.2004.11.001","title":"Using Light in Dermatology: An Update on Lasers, Ultraviolet Phototherapy, and Photodynamic Therapy","year":2005,"lang":"en","type":"review","venue":"Dermatologic Clinics","topic":"Dermatologic Treatments and Research","field":"Medicine","cited_by":34,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; Vancouver Coastal Health Research Institute; Vancouver Coastal Health","funders":"","keywords":"Medicine; Photodynamic therapy; Dermatology; Modalities; Treatment modality; Ultraviolet therapy; Laser therapy; Light therapy; Perspective (graphical); Intense pulsed light; Medical physics; Intensive care medicine; Laser; Surgery; Optics; Psoriasis; Psychiatry","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","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0003934154,0.001014078,0.004045434,0.000822279,0.0001811744,0.00008611154,0.0004353838,0.001577309,0.0001545954],"category_scores_gemma":[0.00007830377,0.0006516839,0.0005298227,0.000543842,0.0003222192,0.0001251735,0.00009613704,0.001561526,0.0001332903],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002057331,"about_ca_system_score_gemma":0.0004968123,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002268123,"about_ca_topic_score_gemma":0.00002195106,"domain_scores_codex":[0.9950075,0.0008095475,0.001627066,0.001202094,0.0004095226,0.000944315],"domain_scores_gemma":[0.9974158,0.0004827316,0.0005861404,0.001055176,0.0000701315,0.0003899959],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002707423,0.002107264,0.001824957,0.002946982,0.000509094,0.006570379,0.0001077539,0.000002126224,0.000004210714,0.0001673872,0.0006976795,0.9847914],"study_design_scores_gemma":[0.003619445,0.0003436026,0.000127726,0.004069204,0.0003601087,0.01454539,0.0000720174,0.0003914136,0.00001411195,0.00009667458,0.975677,0.0006833718],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.03541962,0.9602168,0.000003758637,0.0006839286,0.000228394,0.002501658,0.00008775965,0.0001581276,0.0006999193],"genre_scores_gemma":[0.00170503,0.9937992,0.0007610235,0.002824002,0.00008543347,0.0001698434,0.0004373631,0.0001293967,0.00008871539],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.984108,"threshold_uncertainty_score":0.9997188,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1592653726163618,"score_gpt":0.4743811747817462,"score_spread":0.3151158021653844,"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."}}