{"id":"W3173697246","doi":"10.1177/12034754211027515","title":"Laser Resurfacing Monotherapy for the Treatment of Actinic Keratosis","year":2021,"lang":"en","type":"review","venue":"Journal of Cutaneous Medicine and Surgery","topic":"Nonmelanoma Skin Cancer Studies","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre; University of Toronto","funders":"","keywords":"Medicine; Actinic keratosis; Ablative case; Dermatology; Dermis; Lesion; Actinic keratoses; Surgery; Keratolytic; Pathology; Radiation therapy","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":[0.0004815035,0.0006193541,0.001598284,0.002837525,0.000258064,0.0005590384,0.0006007202,0.0006171415,0.004850671],"category_scores_gemma":[0.0008225325,0.0001902571,0.001316789,0.00249075,0.0002613759,0.0006284521,0.0003308261,0.0006934855,0.0007236507],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003740735,"about_ca_system_score_gemma":0.0008508466,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001113382,"about_ca_topic_score_gemma":0.003312388,"domain_scores_codex":[0.9997614,0.00005484852,0.00005464454,0.00003978862,0.0000753868,0.00001384186],"domain_scores_gemma":[0.9996389,0.0002157217,0.0000773119,0.000008774319,0.00004497559,0.00001435334],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0002108545,0.0001078219,0.0002342623,0.1283445,0.0006702539,0.0002259008,0.00005645026,0.0001403249,0.001709036,0.0005580902,0.009648089,0.8580945],"study_design_scores_gemma":[0.0004372388,0.001228028,0.009509082,0.09612127,0.00759868,0.007905429,0.0003127285,0.0002599979,0.003174018,0.001478315,0.8719097,0.00006556015],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001656142,0.9994671,0.00002230827,0.00002836187,0.00003149074,0.000005227212,0.00001108625,0.000002447131,0.000266386],"genre_scores_gemma":[0.001318917,0.9983616,0.00008459871,0.00005129693,0.00003054212,0.000006294746,0.00001743234,7.442457e-7,0.0001285664],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004850671,"threshold_uncertainty_score":0.01622719,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1364303196154264,"score_gpt":0.3951142810197135,"score_spread":0.2586839614042871,"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."}}