{"id":"W4412515962","doi":"10.1016/j.jid.2025.06.793","title":"0780 Evaluating long-term efficacy and patient-specific factors in combination treatments for photoaging","year":2025,"lang":"en","type":"article","venue":"Journal of Investigative Dermatology","topic":"Skin Protection and Aging","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University; University of Toronto; Western University","funders":"","keywords":"Photoaging; Term (time); Medicine; Dermatology","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":[0.0001447376,0.0001111166,0.0003402628,0.000447521,0.00008012458,0.00001587634,0.00003765859,0.00006471801,0.000008506272],"category_scores_gemma":[0.0005707875,0.00008933831,0.00005462618,0.0002060684,0.0001327848,0.00010749,0.00001735199,0.0002104018,4.863687e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001232747,"about_ca_system_score_gemma":0.00009791871,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003274968,"about_ca_topic_score_gemma":0.000001724104,"domain_scores_codex":[0.9990199,0.0001297722,0.0004712947,0.0001233705,0.0001161854,0.0001394298],"domain_scores_gemma":[0.9989992,0.0003392939,0.000322068,0.00005987787,0.0002060133,0.00007350669],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005667689,0.0004899828,0.7780167,0.0002253273,0.0004128593,0.0001963441,0.006559923,0.00001770685,0.1699869,0.0008738037,0.0004616957,0.04219197],"study_design_scores_gemma":[0.00825923,0.00046925,0.6391804,0.0007786422,0.000102279,0.0004636075,0.0008503124,0.0004039418,0.3475408,0.001784313,0.00008866619,0.00007854927],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954188,0.0006023559,0.0009173345,0.00224962,0.0002130996,0.0005048605,0.00000102069,0.00000849025,0.00008437262],"genre_scores_gemma":[0.998041,0.00003245096,0.001388123,0.0004776755,0.00001193034,0.00001427087,0.000004568891,0.000007620618,0.00002233499],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1775539,"threshold_uncertainty_score":0.3643111,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05569980452214006,"score_gpt":0.3565431385534917,"score_spread":0.3008433340313517,"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."}}