{"id":"W4409250207","doi":"10.51642/ppmj.v35i04.716","title":"EVALUATION OF INFERIOR DENTAL CANAL VISIBILITY ON CROSS-SECTIONAL CONE-BEAM COMPUTED TOMOGRAPHY (CBCT) IMAGES","year":2024,"lang":"en","type":"article","venue":"Pakistan Postgraduate Medical Journal","topic":"Dental Radiography and Imaging","field":"Dentistry","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Collège Montmorency","funders":"","keywords":"Cone beam computed tomography; Visibility; Computed tomography; Medicine; Cone (formal languages); Cone beam ct; Tomography; Orthodontics; Radiology; Optics; Physics; Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.006065866,0.0003281362,0.000396999,0.0007380456,0.0003333572,0.0007307733,0.0004818153,0.0001835484,0.002469457],"category_scores_gemma":[0.0005932273,0.0002817086,0.0007046195,0.0009094338,0.0007250055,0.0004818524,0.00009240462,0.001289666,0.000102404],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004266051,"about_ca_system_score_gemma":0.0007908752,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000329532,"about_ca_topic_score_gemma":0.0001768961,"domain_scores_codex":[0.9917694,0.0005822857,0.001275797,0.0005404579,0.005323505,0.0005085546],"domain_scores_gemma":[0.9975646,0.0003739929,0.0002732374,0.000286929,0.0008819468,0.0006193375],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004115096,0.0006527665,0.9375254,0.0001880435,0.001084518,0.001674101,0.0001895946,0.0001046437,0.003856,0.0007296329,0.004174658,0.04940913],"study_design_scores_gemma":[0.001893663,0.0002521325,0.9794739,0.0004492382,0.0002506175,0.004431881,0.0001319785,0.006637191,0.003392603,0.002368815,0.0004145458,0.0003033706],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9877664,0.002782742,0.001729328,0.0001603089,0.00462298,0.0002575863,0.0002874529,0.0001155594,0.002277644],"genre_scores_gemma":[0.9987941,0.00004963812,0.0001121348,0.0001851221,0.0006716279,0.000009016388,0.00007844857,0.00003757707,0.0000623007],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04910576,"threshold_uncertainty_score":0.9999635,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02787703600174107,"score_gpt":0.3670467090675141,"score_spread":0.3391696730657731,"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."}}