{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01581452,0.002216926,0.006921315,0.02245105,0.001289258,0.003895117,0.002743069,0.002899185,0.008330022],"category_scores_gemma":[0.05941967,0.001423354,0.00783285,0.020158,0.001260575,0.003872281,0.002392695,0.001569125,0.001122634],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004799668,"about_ca_system_score_gemma":0.01754073,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006336489,"about_ca_topic_score_gemma":0.01403253,"domain_scores_codex":[0.9874374,0.00422096,0.005168924,0.0007002322,0.00216943,0.0003030021],"domain_scores_gemma":[0.9525135,0.03278274,0.007955162,0.000959083,0.005481072,0.0003084324],"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":[0.0001070363,0.00001688738,0.000315721,0.9210774,0.002223689,0.0001447207,0.0002580831,0.0001087327,0.0002075179,0.0004853416,0.003715816,0.07133909],"study_design_scores_gemma":[0.00004654341,0.00005754705,0.0006639828,0.9627545,0.01074291,0.0002466704,0.0001951906,0.00004645933,0.0001409374,0.0003314667,0.02475556,0.00001813183],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004431478,0.9965301,0.000405538,0.0004334638,0.0002615181,0.0008274021,0.0004247545,0.00001972246,0.0006543598],"genre_scores_gemma":[0.004175592,0.9922324,0.001083137,0.0004804756,0.0001101087,0.001305674,0.0003677746,0.00001103453,0.0002337783],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02245105,"threshold_uncertainty_score":0.08363622,"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."}}