{"id":"W4408225277","doi":"10.58931/cdt.2025.61134","title":"Recommendations and Basic Principles of Phototherapy","year":2025,"lang":"en","type":"article","venue":"Canadian dermatology today.","topic":"Photodynamic Therapy Research Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver Coastal Health Research Institute; Vancouver Coastal Health","funders":"","keywords":"Epistemology; Psychology; Computer science; Philosophy","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":[0.0000771718,0.00008500833,0.0002649253,0.000400631,0.0001007614,0.000004693086,0.00007241145,0.00007695256,0.0002174471],"category_scores_gemma":[0.0001076957,0.00007989716,0.00003293502,0.0002115609,0.0002467468,0.00002614457,0.00002129304,0.000127082,0.000004669298],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001010984,"about_ca_system_score_gemma":0.0006651863,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.008323205,"about_ca_topic_score_gemma":0.08453077,"domain_scores_codex":[0.9993233,0.00004661229,0.0001828703,0.0001491735,0.00004812492,0.0002499321],"domain_scores_gemma":[0.999394,0.0001141735,0.00003092045,0.0002105489,0.00007433545,0.000176036],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004700778,0.0002702323,0.6107991,0.001028915,0.00259324,0.000644829,0.003304936,0.000002649478,0.04192384,0.0952597,0.1491579,0.09454462],"study_design_scores_gemma":[0.002694295,0.0001031201,0.2020808,0.0003249825,0.00007255407,0.0004788177,0.0006396571,0.0003753047,0.02067695,0.00163307,0.770731,0.0001893654],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9114109,0.002825038,0.00002952526,0.05357496,0.0001128124,0.0004231724,0.00004828629,0.00002576377,0.0315496],"genre_scores_gemma":[0.9917902,0.00136391,0.0002719715,0.003190479,0.00000740442,0.00004192389,0.00001733652,0.000008693275,0.003308112],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6215732,"threshold_uncertainty_score":0.9982805,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02209442662713057,"score_gpt":0.3114158449384543,"score_spread":0.2893214183113237,"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."}}