{"id":"W4402103647","doi":"10.1016/j.jaad.2024.07.360","title":"50607 Ten-year Data on Canadian Medicolegal Trends for Laser Therapy from 2013 to 2022","year":2024,"lang":"en","type":"article","venue":"Journal of the American Academy of Dermatology","topic":"Clinical practice guidelines implementation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa; University of Toronto; Canadian Medical Protective Association; Vancouver Coastal Health Research Institute; University of British Columbia","funders":"","keywords":"Medicine; Laser therapy; MEDLINE; Medical physics; Family medicine; Laser; Optics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001515043,0.0005247161,0.0007156851,0.006917059,0.00219752,0.001701817,0.001582228,0.0008622491,0.01517376],"category_scores_gemma":[0.01202591,0.0004939978,0.00146663,0.01582774,0.0003529675,0.0005835473,0.0008486523,0.001602343,0.002436392],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04537373,"about_ca_system_score_gemma":0.127251,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9942931,"about_ca_topic_score_gemma":0.9967687,"domain_scores_codex":[0.9950758,0.0001742133,0.0003978647,0.0002643013,0.003190919,0.0008968766],"domain_scores_gemma":[0.9835344,0.0009869648,0.001604391,0.0001613087,0.01233968,0.001373205],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0004386055,0.0001807415,0.2628331,0.001796454,0.0004699733,0.0001849082,0.0006705478,0.001264236,0.000322204,0.002703379,0.6236533,0.1054826],"study_design_scores_gemma":[0.0001085873,0.00005861784,0.7287363,0.001295881,0.0003156246,0.0002114153,0.001028371,0.001215352,0.0004244408,0.0002838576,0.2662161,0.000105327],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.1209911,0.01585551,0.001388673,0.01337471,0.0008053358,0.0005447496,0.7117608,0.0006919439,0.1345873],"genre_scores_gemma":[0.4670766,0.02187352,0.007968821,0.01297509,0.0003788152,0.0008446741,0.4329349,0.0002307915,0.05571672],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04537373,"threshold_uncertainty_score":0.3292109,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1753641543214478,"score_gpt":0.4947572281762843,"score_spread":0.3193930738548365,"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."}}