{"id":"W4392955427","doi":"10.1097/dss.0000000000004163","title":"Laser Test Spots: A Scoping Review","year":2024,"lang":"en","type":"review","venue":"Dermatologic Surgery","topic":"Dermatologic Treatments and Research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Dalhousie University; University of Toronto","funders":"","keywords":"Medicine; Spots; Test (biology); Laser; Laser safety; Adverse effect; Blind spot; Medical physics; Computer science; Optics; Pathology; Internal medicine; Artificial intelligence; Physics","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006351376,0.000855077,0.006447275,0.0006434046,0.000111898,0.00005860131,0.0002416968,0.0006416751,0.0007572219],"category_scores_gemma":[0.001308214,0.0004601307,0.002173317,0.001172798,0.000188415,0.00007107762,0.0002484466,0.0009531025,0.00636861],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001551079,"about_ca_system_score_gemma":0.001691469,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003637409,"about_ca_topic_score_gemma":5.483654e-7,"domain_scores_codex":[0.9957119,0.000320467,0.001635111,0.0009143801,0.0005749369,0.000843214],"domain_scores_gemma":[0.9954542,0.002783844,0.0003751859,0.0009387495,0.0001040072,0.0003440116],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001036781,0.0001270681,0.0001383661,0.4188453,0.0002562791,0.01257975,0.000001400872,1.099886e-9,3.036139e-9,0.000004157072,0.1539117,0.4141349],"study_design_scores_gemma":[0.00005087496,0.000009250246,0.000004190087,0.4713662,0.002213297,0.01504111,0.000002225239,5.711096e-7,3.577825e-7,0.000005344658,0.5110669,0.0002397731],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00000209767,0.9876057,0.000001295116,0.001068743,0.0006750796,0.00303412,0.00005915514,0.0004657196,0.007088115],"genre_scores_gemma":[0.000003984014,0.9937247,0.00005169291,0.00205378,0.0001504129,0.000939984,0.0005496702,0.000111841,0.002413906],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4138951,"threshold_uncertainty_score":0.9997851,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1832955183415361,"score_gpt":0.4598311765362831,"score_spread":0.276535658194747,"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."}}