{"id":"W4283011254","doi":"10.1111/cyt.13159","title":"Use of <scp>DNA</scp> image cytometry in conducting oral cancer screening in rural India","year":2022,"lang":"en","type":"article","venue":"Cytopathology","topic":"Oral Health Pathology and Treatment","field":"Dentistry","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Cancer Agency; Kelowna General Hospital; University of British Columbia","funders":"","keywords":"Medicine; Dysplasia; Biopsy; Cytology; Cancer; Dermatology; Lesion; Pathology; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001475578,0.0002747799,0.0001508209,0.00158858,0.0008456805,0.0009862651,0.0008417315,0.0004426457,0.001654983],"category_scores_gemma":[0.003886746,0.0003298639,0.0001639177,0.0007960435,0.0008259837,0.0003147784,0.0008093293,0.0004398048,0.0004553328],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009639211,"about_ca_system_score_gemma":0.002553963,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02885772,"about_ca_topic_score_gemma":0.0309505,"domain_scores_codex":[0.9987347,0.0005232405,0.0001330029,0.0001989485,0.0002556189,0.0001545175],"domain_scores_gemma":[0.9975394,0.0007175648,0.0006669528,0.0001650279,0.0005959485,0.0003150411],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002479206,0.0003993148,0.9282591,0.000617287,0.00002829416,0.001519429,0.006907389,0.0003260863,0.0179734,0.0001574378,0.0006944781,0.04286981],"study_design_scores_gemma":[0.00004854355,0.001633301,0.9718063,0.0001795448,0.00008231582,0.004520909,0.01002365,0.0009722479,0.007513179,0.000135112,0.003020916,0.00006405958],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955097,0.0002762608,0.0009088324,0.0003343617,0.00001103953,0.0002267588,0.0001434278,0.00006692688,0.002522632],"genre_scores_gemma":[0.9958345,0.0003437058,0.003054605,0.0001636266,0.000009281395,0.0001000459,0.00006909846,0.000008691501,0.0004164125],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02885772,"threshold_uncertainty_score":0.05737948,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09370617554052514,"score_gpt":0.3668645955487382,"score_spread":0.2731584200082131,"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."}}