{"id":"W4379802411","doi":"10.53730/ijhs.v7ns1.14330","title":"Automated diagnosis and treatment planning in dentistry","year":2023,"lang":"en","type":"article","venue":"International Journal of Health Sciences","topic":"Dental Radiography and Imaging","field":"Dentistry","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Collège Montmorency","funders":"","keywords":"Radiation treatment planning; Perception; Medicine; Psychology","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":[],"consensus_categories":[],"category_scores_codex":[0.0007624932,0.00005555015,0.0001226381,0.0006127291,0.00009421282,0.0001281217,0.0002229786,0.00001274297,0.00001845752],"category_scores_gemma":[0.00002941426,0.00004419312,0.00004488414,0.000416652,0.00009345852,0.0003419257,0.00002992202,0.00006275492,0.00001374057],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009269926,"about_ca_system_score_gemma":0.00009204423,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001709189,"about_ca_topic_score_gemma":0.00003677026,"domain_scores_codex":[0.9988995,0.00005137329,0.0003772002,0.000100679,0.0004150837,0.0001562135],"domain_scores_gemma":[0.9994896,0.0001358791,0.0002454784,0.00002702068,0.00004306211,0.00005894345],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00000901211,0.00004108369,0.9651561,0.000004395396,0.00002169011,0.0007037063,0.0004283643,0.0004091959,0.00003007932,0.00006480561,0.001795127,0.03133646],"study_design_scores_gemma":[0.0004635497,0.0001338704,0.9920549,0.0002250274,0.000002357355,0.0008892344,0.001129968,0.003452451,0.0001040606,0.0002109818,0.001287594,0.00004602649],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947512,0.001588544,0.00002141305,0.001580165,0.001856059,0.00003554827,0.00000663809,0.00003298388,0.0001274672],"genre_scores_gemma":[0.9987605,0.0007398756,0.0002041417,0.0001834553,0.00006988321,0.000002764719,0.000001275912,0.00000261534,0.00003547395],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03129043,"threshold_uncertainty_score":0.1802143,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06593864852688913,"score_gpt":0.4239485595287958,"score_spread":0.3580099110019067,"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."}}