{"id":"W4377235379","doi":"10.1007/978-3-031-27632-3_4","title":"Acne Vulguris","year":2023,"lang":"en","type":"book-chapter","venue":"","topic":"Acne and Rosacea Treatments and Effects","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Acne; Dermatology; Intense pulsed light; Medicine; Ablative case; Laser; Computer science; Medical physics; Surgery; Optics; Physics; 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":[0.00006861929,0.0006141046,0.0003016916,0.0009026229,0.0008277573,0.001193091,0.000387507,0.0006658571,0.07920536],"category_scores_gemma":[0.0001575256,0.0001700632,0.0003042725,0.0003836442,0.0004219289,0.001017135,0.0009432664,0.001195169,0.02840065],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002924421,"about_ca_system_score_gemma":0.000197101,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001486232,"about_ca_topic_score_gemma":0.003821978,"domain_scores_codex":[0.999935,0.000007269025,0.000002277284,0.00001261824,0.00003181776,0.00001096951],"domain_scores_gemma":[0.9999679,0.000009868009,0.000003772194,0.000005611512,0.000007863037,0.000004864192],"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":[0.00009993439,0.0001917808,0.0003564734,0.000915588,0.000007995922,0.002061858,0.0005182622,0.0004599841,0.01600972,0.04359462,0.217861,0.7179228],"study_design_scores_gemma":[0.000004024719,0.00004461172,0.0005874138,0.0001670431,0.000004315283,0.002764701,0.0001303301,0.00009755159,0.001390948,0.002933447,0.991871,0.000004689152],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002663743,0.01769491,0.00116455,0.0006125864,0.001376093,0.00004099756,0.0001412598,0.0001668661,0.9761389],"genre_scores_gemma":[0.01219992,0.007465936,0.0005731602,0.0007579383,0.0003137091,0.00001382047,0.0001068405,0.00005275758,0.978516],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07920536,"threshold_uncertainty_score":0.2649683,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03294604945992793,"score_gpt":0.2728909844039952,"score_spread":0.2399449349440673,"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."}}