{"id":"W4408599713","doi":"10.1117/12.3042215","title":"Longitudinal non-invasive optical biopsy of keratinocyte cancers to monitor efficacy and response to treatment","year":2025,"lang":"en","type":"article","venue":"","topic":"Nonmelanoma Skin Cancer Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Children's Hospital; Vancouver Coastal Health Research Institute; University of British Columbia","funders":"","keywords":"Biopsy; Keratinocyte; Medicine; Internal medicine; Oncology; Cancer research; Biology; Cell culture","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":[0.00009155263,0.0001781951,0.0004331054,0.0001903831,0.00006350356,0.00001162279,0.00005328183,0.00004531818,0.00003343825],"category_scores_gemma":[0.0002415169,0.0001342246,0.0000499229,0.0003104102,0.00008931129,0.00001894779,0.00009943885,0.00004960729,0.00002052581],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006575443,"about_ca_system_score_gemma":0.0003400193,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005326993,"about_ca_topic_score_gemma":0.0002028848,"domain_scores_codex":[0.9990084,0.00002337573,0.0002328912,0.0003515053,0.0001541087,0.0002296892],"domain_scores_gemma":[0.9989833,0.0003936946,0.00002497467,0.0002893758,0.0001047081,0.0002039788],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.06947412,0.000858147,0.5730063,0.00038594,0.002571263,0.0007621538,0.006736748,0.0002030099,0.2584726,0.0006286601,0.01112706,0.07577398],"study_design_scores_gemma":[0.002947865,0.002610461,0.7916904,0.0002685916,0.0001640696,0.00002020282,0.0005353792,0.000008974583,0.2006675,0.000003598915,0.000965659,0.0001173143],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9884261,0.0003150309,0.00046743,0.005701905,0.0001825889,0.0008456315,0.00001409338,0.00002117739,0.004026012],"genre_scores_gemma":[0.9839691,0.00006610345,0.01077557,0.0003485441,0.00008633726,0.0001290526,0.000001156347,0.00001099214,0.004613147],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2186841,"threshold_uncertainty_score":0.5473519,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02087800631776342,"score_gpt":0.3310611978622233,"score_spread":0.3101831915444599,"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."}}