{"id":"W1972308193","doi":"10.1111/etp.12017_3","title":"Marc G. Duval, DDS, MSC, FRCDC, Private Practice in Oral & Maxillofacial Surgery, Montreal, Canada","year":2011,"lang":"en","type":"article","venue":"Endodontic Topics","topic":"Dental Education, Practice, Research","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Private practice; Oral and maxillofacial surgery; Medicine; Citation; Oral surgery; Library science; General practice; General surgery; Dentistry; Family medicine; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001867105,0.0002460362,0.0004049334,0.0002104029,0.0004318871,0.00003137159,0.0003946388,0.0002140565,0.003634589],"category_scores_gemma":[0.00692999,0.0002419987,0.00006991651,0.0004640967,0.00007411702,0.0006041072,0.0002396673,0.001174791,0.0006805231],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008471841,"about_ca_system_score_gemma":0.003671566,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9045284,"about_ca_topic_score_gemma":0.8396918,"domain_scores_codex":[0.9959926,0.001012919,0.0008059684,0.0004497124,0.000709178,0.001029631],"domain_scores_gemma":[0.9974678,0.0008950785,0.0003494924,0.0007141048,0.0002520706,0.000321519],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002783619,0.0004525563,0.8989506,0.0001740471,0.00006232594,0.0002778067,0.007500695,8.56037e-7,0.00002597,0.001468563,0.05411215,0.03669609],"study_design_scores_gemma":[0.0003611954,0.000012224,0.4144985,0.00003035227,0.0000195685,0.00001381065,0.00164337,0.000005819204,0.00002068508,0.0002904849,0.5829464,0.0001576455],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8849548,0.000702585,0.00007101976,0.01060276,0.005467812,0.001387367,0.00005343626,0.0001047242,0.09665555],"genre_scores_gemma":[0.8612165,0.002892555,0.005377607,0.008885862,0.001543338,0.0007355509,0.0002702361,0.0002181183,0.1188603],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5288342,"threshold_uncertainty_score":0.9972762,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1103585126945008,"score_gpt":0.4206909414609318,"score_spread":0.310332428766431,"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."}}