{"id":"W2607503180","doi":"10.1177/1203475417702994","title":"Structured Expert Consensus on Actinic Keratosis: Treatment Algorithm Focusing on Daylight PDT","year":2017,"lang":"en","type":"article","venue":"Journal of Cutaneous Medicine and Surgery","topic":"Nonmelanoma Skin Cancer Studies","field":"Medicine","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Cosmetic and Laser Surgery; University of Calgary","funders":"Galderma","keywords":"Actinic keratosis; Medicine; Daylight; Dermatology; Keratosis; Actinic keratoses; Photodynamic therapy; Sunscreening Agents; Photodermatosis; Skin cancer; Pathology; Optics; Internal medicine; Cancer; Basal cell","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.2721644,0.00203966,0.00344985,0.01109095,0.003012564,0.006140233,0.005615351,0.005581831,0.004213531],"category_scores_gemma":[0.3143582,0.001580114,0.007271023,0.005941094,0.004256727,0.006928991,0.009676831,0.005360765,0.001645689],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00920342,"about_ca_system_score_gemma":0.05037085,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003495741,"about_ca_topic_score_gemma":0.005473296,"domain_scores_codex":[0.6253304,0.2608989,0.07384145,0.008230915,0.02898219,0.002716258],"domain_scores_gemma":[0.6939446,0.1574305,0.02949167,0.009132452,0.1063554,0.003645309],"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":[0.001340675,0.0003370391,0.007287418,0.2342138,0.003005914,0.0006522262,0.03499342,0.007932197,0.003929048,0.03981978,0.07531071,0.5911779],"study_design_scores_gemma":[0.0032847,0.00167076,0.01197836,0.4498259,0.008357991,0.001971853,0.02693165,0.01757712,0.006075579,0.1718746,0.2994979,0.0009536275],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.04996625,0.120785,0.4957817,0.1277306,0.01116891,0.1380468,0.005218983,0.001197757,0.050104],"genre_scores_gemma":[0.1869089,0.0299514,0.7169725,0.01208769,0.0009156338,0.04793139,0.002931329,0.0001407334,0.002160425],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.2721644,"threshold_uncertainty_score":0.8975508,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06152617923957877,"score_gpt":0.3396251282978034,"score_spread":0.2780989490582246,"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."}}