{"id":"W2550795171","doi":"10.3329/bsmmuj.v7i1.29149","title":"Squamous cell carcinoma developed on hypertropic lichen planus","year":2016,"lang":"en","type":"article","venue":"Bangabandhu Sheikh Mujib Medical University Journal","topic":"Oral Health Pathology and Treatment","field":"Dentistry","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Northern College","funders":"","keywords":"Medicine; Basal cell; Lesion; Malignant transformation; Dermatology; Carcinoma; Pathology","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003991275,0.0002441167,0.0003285185,0.0001890663,0.0005831001,0.00002002962,0.000470879,0.0004049403,0.003612061],"category_scores_gemma":[0.000211622,0.000163627,0.000165983,0.0001524784,0.0001917607,0.0001681366,0.0001180802,0.0007066804,0.001664824],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004424889,"about_ca_system_score_gemma":0.0005606862,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006196679,"about_ca_topic_score_gemma":0.0001227649,"domain_scores_codex":[0.9976465,0.0003892726,0.0003052381,0.0003535649,0.0007038328,0.0006015722],"domain_scores_gemma":[0.9981245,0.0004562368,0.0001678383,0.0002654978,0.00009943957,0.0008864945],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003532564,0.002460951,0.56806,0.0001345429,0.0001943161,0.1850671,0.001107017,0.000002735722,0.0006296379,0.002460278,0.1020767,0.1342742],"study_design_scores_gemma":[0.0194385,0.001527849,0.8734083,0.000198497,0.0001983925,0.007539097,0.0004612369,0.00001823033,0.002016576,0.0002385123,0.0943334,0.0006214022],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9860489,0.0001864969,0.0007169409,0.002764806,0.001187065,0.00013352,0.00004412186,0.00007187678,0.00884623],"genre_scores_gemma":[0.9873813,0.00008211481,0.0002098711,0.0006829275,0.0003948374,6.279864e-7,0.000007649493,0.00001909001,0.01122153],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3053483,"threshold_uncertainty_score":0.9991125,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02455851700418832,"score_gpt":0.252646875135725,"score_spread":0.2280883581315367,"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."}}