{"id":"W2969066124","doi":"10.1002/cre2.235","title":"The Fonthill Dental Surgery Complication Classification Scale","year":2019,"lang":"en","type":"article","venue":"Clinical and Experimental Dental Research","topic":"Orthodontics and Dentofacial Orthopedics","field":"Dentistry","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Niagara Health System; Brock University","funders":"Brock University","keywords":"Complication; Medicine; Scale (ratio); Class (philosophy); Intervention (counseling); Surgery; Nursing; Artificial intelligence; Computer science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003042281,0.0001624884,0.0002936154,0.00008442655,0.0006924881,0.0004007877,0.0003341965,0.0001936609,0.0002082308],"category_scores_gemma":[0.0002646333,0.0001215287,0.0002431535,0.0002696912,0.0008831515,0.0002120279,0.0004886719,0.0005752727,0.002858947],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006888796,"about_ca_system_score_gemma":0.00005893578,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001275444,"about_ca_topic_score_gemma":0.0001344488,"domain_scores_codex":[0.9966301,0.0005218093,0.0007462872,0.0005806285,0.001012501,0.0005087135],"domain_scores_gemma":[0.997215,0.001678247,0.0001202429,0.0005230414,0.0001444297,0.0003190441],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002479106,0.0003391729,0.9769634,0.00001187757,0.00002304422,0.00001234405,0.00003717616,1.142407e-7,0.004647662,0.002505135,0.003654934,0.01155721],"study_design_scores_gemma":[0.0007101063,0.0001880418,0.9551755,0.00003110096,0.000007688292,0.00005103397,0.00229122,0.0005813959,0.003792531,0.0001919157,0.03677976,0.0001997697],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9872187,0.001012571,0.00001671777,0.0001857861,0.00160643,0.0005368119,0.00002169929,0.0000440857,0.009357232],"genre_scores_gemma":[0.9938282,0.0005433615,0.00004617427,0.0001280847,0.0003349821,0.00005958785,0.00005856257,0.00002813003,0.004972855],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03312483,"threshold_uncertainty_score":0.9979174,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2207402790592956,"score_gpt":0.4900848848575322,"score_spread":0.2693446057982365,"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."}}