{"id":"W4230608442","doi":"10.1097/dss.0000000000001415","title":"Introduction","year":2017,"lang":"en","type":"article","venue":"Dermatologic Surgery","topic":"Medicine and Dermatology Studies History","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; University hospital; Optometry; Family medicine","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001360588,0.0009253407,0.0004769521,0.0009542343,0.001421763,0.003065565,0.001688887,0.002145806,0.3616172],"category_scores_gemma":[0.004844432,0.0002337809,0.0007447532,0.0008766364,0.000783144,0.002114352,0.002262027,0.002083639,0.185104],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001200923,"about_ca_system_score_gemma":0.002734071,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002837134,"about_ca_topic_score_gemma":0.002971421,"domain_scores_codex":[0.9986295,0.0002128206,0.00008898712,0.0002889131,0.0005397988,0.0002400165],"domain_scores_gemma":[0.9983128,0.0002032022,0.0001180071,0.0001746723,0.0007596215,0.0004316156],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001884108,0.0002055333,0.004552789,0.000469565,0.00001796011,0.001494628,0.000610563,0.0001303043,0.0007801089,0.02300301,0.5804954,0.3880518],"study_design_scores_gemma":[0.00001671062,0.00006340046,0.001387922,0.0004053955,0.000008533234,0.002091352,0.0003023135,0.0000509749,0.0002174165,0.004219027,0.9912259,0.00001101649],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.009797812,0.009776592,0.01770579,0.03101519,0.01414148,0.0007808302,0.00796609,0.002205515,0.9066108],"genre_scores_gemma":[0.06028933,0.01041033,0.01612964,0.03078296,0.003670622,0.0007885817,0.009413775,0.001058655,0.8674561],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6383828,"threshold_uncertainty_score":0.9105756,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04725879734417858,"score_gpt":0.2943688969140364,"score_spread":0.2471100995698579,"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."}}