{"id":"W3137835646","doi":"10.1016/j.abdp.2019.04.012","title":"10.1016/j.abdp.2019.04.012","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Healthcare Regulation","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Surgery; Dermatology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006482445,0.000898893,0.0003809731,0.001811344,0.001518933,0.002560434,0.000941948,0.00460425,0.9421915],"category_scores_gemma":[0.001991529,0.000384421,0.0004687729,0.001042051,0.0009482544,0.002432521,0.001433323,0.001293393,0.9229401],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00107702,"about_ca_system_score_gemma":0.001507625,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004581493,"about_ca_topic_score_gemma":0.005008623,"domain_scores_codex":[0.9996532,0.0000350546,0.00003067833,0.00007203987,0.0001025558,0.0001064232],"domain_scores_gemma":[0.9987485,0.0002734842,0.0001106994,0.00008380855,0.0003132631,0.0004702335],"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":[0.0001512723,0.0001894411,0.003857382,0.0002924996,0.00001629468,0.0003045877,0.000122462,0.0001951557,0.0003040943,0.008193768,0.4515271,0.5348458],"study_design_scores_gemma":[0.00003878175,0.0000624169,0.004175542,0.0006227719,0.00001856668,0.001420978,0.000353739,0.000204628,0.000261968,0.0042649,0.9885556,0.00002009857],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001293064,0.001581953,0.0006819132,0.003683703,0.0009117331,0.00003499709,0.001148797,0.0004756181,0.9901883],"genre_scores_gemma":[0.005455714,0.0007679747,0.0006540728,0.0009550762,0.0002169949,0.00002934514,0.0009667312,0.0001008769,0.9908533],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.05780852,"threshold_uncertainty_score":0.08245677,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03249038135408581,"score_gpt":0.3386284215937099,"score_spread":0.306138040239624,"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."}}